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Action_Asin
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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\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:31:53.789Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n{\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n{\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n{\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}],\n\"product_details\": [{\"asin\": \"B0DLVTBK7D\"},\n{\"title\": \"Handcrafted Green Marble Jade Natural Pen Holder & Desktop Organizer-Tumbler Cup, Multi-Use for Home, Office, Bathroom, Kitchen Decor\"},\n{\"price\": \"$20.27\"},\n{\"bullet_list\": \"1. **Stylish & Functional Design** Crafted from natural green marble and jade, this elegant organizer doubles as a decorative piece. Its minimalist design seamlessly blends with modern, rustic, or classic decor, adding \\ufeff sophistication to any space. 2. **Versatile Use Across Rooms** Perfect for holding pens, makeup brushes, toothbrushes, utensils, or skincare tools. Ideal for desks, bathrooms, kitchens, vanities, and offices\\u2014keep essentials clutter-free and within \\ufeff easy reach. \\ufeff 3. **Durable & Easy to Clean** Made from premium, non-porous stone, this organizer resists stains and water damage. Simply wipe with a dry cloth for easy maintenance. 4**A Gift That Elevates Any Space** Handcrafted with precision, this marble organizer doubles as a chic decor piece. Surprise loved ones with a functional gift that enhances home offices, vanities, or kitchen aesthetics. Endless Versatility, One Compact Solution Perfectly sized for desks, countertops, or shelves! Use it to hold pens, makeup brushes, toothbrushes, utensils, or skincare tools. Compact design saves space while keeping essentials organized. 5. **Perfect Gift for Home Lovers** Handcrafted with attention to detail, this unique marble piece is a functional yet beautiful gift for housewarmings, birthdays, or anyone valuing stylish home upgrades. \\ufeff If the cup loses its luster, we can simply heat it up and then wipe it with a clean cloth, and the cup will restore its original luster for long-term use. Pen holder cup, makeup brush storage cup, bathroom mouthwash cup, office decoration desktop organizer\\uff0cjade,green marble bathroom tumbler cup marble cup marble pen holder marble bathroom accessories green pen holder ceramic pencil holder green marbles marble desk ceramic pen holder Handcrafted Green Marble Pen Holder-Organizer Cup -Bathroom counter sorting, Makeup Brush & Utensil Storage, Eco-Friendly Home & Office Desk Decor\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Decorative Black Marble Pencil Holder, Stone Pen Cup for Desk, Home or Office\", \"asin\": \"B01LR4FXS6\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...\", \"asin\": \"B08PZC5DD9\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...\", \"asin\": \"B0DFPCK1PX\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...\", \"asin\": \"B0CZNFSQLX\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Decorative Onyx Stone Pencil Holder, Marble Pen Cup for Desk, Home or Office\", \"asin\": \"B01LR5QIFM\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, Colorful Green\", \"asin\": \"B0BJZ83PKF\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"WAVEYU Pen Holder for Women Girls, Pencil Cup Pink Desk Decor, Makeup Brush Holder Large Pu Leather Multi-Functional Organizer Cup for Office, Classroom, Home, Colorful Marble\", \"asin\": \"B09G9DGWNM\", \"price\": \"$10.59\", \"quantity\": \"\"},\n{\"title\": \"LEAZUL Pen Holder, Makeup Brush Holder Ceramic Shiny Gold Terrazzo Marble Stone Pattern Pencil Cup for Girls Kids Women Durable Stand Desk Organizer Storage Gift for Office, Classroom, Home Light Blue\", \"asin\": \"B097DQVJVR\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Ergonomic Large Mouse Pad and Keyboard Wrist Rest, Desk Pad for Keyboard and Mouse, 4-in-1 Large Gaming Mouse Pad with Wrist Support - Blue Marble\", \"asin\": \"/promo/A3GNUTG5ELIT8S\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"QIYI Large Mouse Pad, PU Leather Desk Mat for Desktop, Waterproof Gaming Desk Pad, Marble Painting Full Desk Accessories Keyboard Mousepad, Home & Office D\\u00e9cor 31.5\\\" x 15.7\\\" - Abstract Fluid Art\", \"asin\": \"/promo/ATRO1XN8B6R8Q\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\", \"quantity\": \"\"},\n{\"title\": \"YOSCO Ceramic Desk Pen Holder Stand Cute Pencil Cup Pot Desk Organizer Makeup Brush Holder (Pearl)\", \"asin\": \"B08FFH9CRL\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Handcrafted Natural Agate Business Card Holder from Brazil - Elegant Desk Organizer...\", \"asin\": \"B0DCXZVY1V\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"Radicaln Marble Salt Cellar With Lid 3.5\\\" Inch Green Onyx Handmade Spice Jar For Kitchen Ideal Salt Containers, Salt And Pepper Holder & Stone Salt Holder\", \"asin\": \"B0C2YWSP5W\", \"price\": \"$24.85\", \"quantity\": \"\"},\n{\"title\": \"Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...\", \"asin\": \"B08PZC5DD9\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...\", \"asin\": \"B0CZNFSQLX\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...\", \"asin\": \"B0DFPCK1PX\", \"price\": \"$36.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:36:58.746Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"product_details": [{"asin": "B0DLVTBK7D"},
{"title": "Handcrafted Green Marble Jade Natural Pen Holder & Desktop Organizer-Tumbler Cup, Multi-Use for Home, Office, Bathroom, Kitchen Decor"},
{"price": "$20.27"},
{"bullet_list": "1. **Stylish & Functional Design** Crafted from natural green marble and jade, this elegant organizer doubles as a decorative piece. Its minimalist design seamlessly blends with modern, rustic, or classic decor, adding \ufeff sophistication to any space. 2. **Versatile Use Across Rooms** Perfect for holding pens, makeup brushes, toothbrushes, utensils, or skincare tools. Ideal for desks, bathrooms, kitchens, vanities, and offices\u2014keep essentials clutter-free and within \ufeff easy reach. \ufeff 3. **Durable & Easy to Clean** Made from premium, non-porous stone, this organizer resists stains and water damage. Simply wipe with a dry cloth for easy maintenance. 4**A Gift That Elevates Any Space** Handcrafted with precision, this marble organizer doubles as a chic decor piece. Surprise loved ones with a functional gift that enhances home offices, vanities, or kitchen aesthetics. Endless Versatility, One Compact Solution Perfectly sized for desks, countertops, or shelves! Use it to hold pens, makeup brushes, toothbrushes, utensils, or skincare tools. Compact design saves space while keeping essentials organized. 5. **Perfect Gift for Home Lovers** Handcrafted with attention to detail, this unique marble piece is a functional yet beautiful gift for housewarmings, birthdays, or anyone valuing stylish home upgrades. \ufeff If the cup loses its luster, we can simply heat it up and then wipe it with a clean cloth, and the cup will restore its original luster for long-term use. Pen holder cup, makeup brush storage cup, bathroom mouthwash cup, office decoration desktop organizer\uff0cjade,green marble bathroom tumbler cup marble cup marble pen holder marble bathroom accessories green pen holder ceramic pencil holder green marbles marble desk ceramic pen holder Handcrafted Green Marble Pen Holder-Organizer Cup -Bathroom counter sorting, Makeup Brush & Utensil Storage, Eco-Friendly Home & Office Desk Decor"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Decorative Black Marble Pencil Holder, Stone Pen Cup for Desk, Home or Office", "asin": "B01LR4FXS6", "price": "$59.99", "quantity": ""},
{"title": "Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...", "asin": "B08PZC5DD9", "price": "$21.99", "quantity": ""},
{"title": "Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...", "asin": "B0DFPCK1PX", "price": "$36.99", "quantity": ""},
{"title": "Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...", "asin": "B0CZNFSQLX", "price": "$16.99", "quantity": ""},
{"title": "Decorative Onyx Stone Pencil Holder, Marble Pen Cup for Desk, Home or Office", "asin": "B01LR5QIFM", "price": "$59.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
{"title": "WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, Colorful Green", "asin": "B0BJZ83PKF", "price": "$13.99", "quantity": ""},
{"title": "WAVEYU Pen Holder for Women Girls, Pencil Cup Pink Desk Decor, Makeup Brush Holder Large Pu Leather Multi-Functional Organizer Cup for Office, Classroom, Home, Colorful Marble", "asin": "B09G9DGWNM", "price": "$10.59", "quantity": ""},
{"title": "LEAZUL Pen Holder, Makeup Brush Holder Ceramic Shiny Gold Terrazzo Marble Stone Pattern Pencil Cup for Girls Kids Women Durable Stand Desk Organizer Storage Gift for Office, Classroom, Home Light Blue", "asin": "B097DQVJVR", "price": "$13.99", "quantity": ""},
{"title": "Ergonomic Large Mouse Pad and Keyboard Wrist Rest, Desk Pad for Keyboard and Mouse, 4-in-1 Large Gaming Mouse Pad with Wrist Support - Blue Marble", "asin": "/promo/A3GNUTG5ELIT8S", "price": "$19.99", "quantity": ""},
{"title": "QIYI Large Mouse Pad, PU Leather Desk Mat for Desktop, Waterproof Gaming Desk Pad, Marble Painting Full Desk Accessories Keyboard Mousepad, Home & Office D\u00e9cor 31.5\" x 15.7\" - Abstract Fluid Art", "asin": "/promo/ATRO1XN8B6R8Q", "price": "$16.99", "quantity": ""},
{"title": "minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59", "quantity": ""},
{"title": "YOSCO Ceramic Desk Pen Holder Stand Cute Pencil Cup Pot Desk Organizer Makeup Brush Holder (Pearl)", "asin": "B08FFH9CRL", "price": "$11.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
{"title": "Handcrafted Natural Agate Business Card Holder from Brazil - Elegant Desk Organizer...", "asin": "B0DCXZVY1V", "price": "$29.95", "quantity": ""},
{"title": "Radicaln Marble Salt Cellar With Lid 3.5\" Inch Green Onyx Handmade Spice Jar For Kitchen Ideal Salt Containers, Salt And Pepper Holder & Stone Salt Holder", "asin": "B0C2YWSP5W", "price": "$24.85", "quantity": ""},
{"title": "Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...", "asin": "B08PZC5DD9", "price": "$21.99", "quantity": ""},
{"title": "Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...", "asin": "B0CZNFSQLX", "price": "$16.99", "quantity": ""},
{"title": "Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...", "asin": "B0DFPCK1PX", "price": "$36.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-07T09:36:58.746Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-07T09:36:58.746Z
|
click_product
|
B0B5LTV6RR
|
rule
|
2025-05-07T09:36:58.746Z
|
click_product
|
B0B5LTV6RR
|
train
| 600 |
2025-05-07T09:36:58.746Z
|
click_product
|
B0B5LTV6RR
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"product_details": [{"asin": "B0DLVTBK7D"},
{"title": "Handcrafted Green Marble Jade Natural Pen Holder & Desktop Organizer-Tumbler Cup, Multi-Use for Home, Office, Bathroom, Kitchen Decor"},
{"price": "$20.27"},
{"bullet_list": "1. **Stylish & Functional Design** Crafted from natural green marble and jade, this elegant organizer doubles as a decorative piece. Its minimalist design seamlessly blends with modern, rustic, or classic decor, adding \ufeff sophistication to any space. 2. **Versatile Use Across Rooms** Perfect for holding pens, makeup brushes, toothbrushes, utensils, or skincare tools. Ideal for desks, bathrooms, kitchens, vanities, and offices\u2014keep essentials clutter-free and within \ufeff easy reach. \ufeff 3. **Durable & Easy to Clean** Made from premium, non-porous stone, this organizer resists stains and water damage. Simply wipe with a dry cloth for easy maintenance. 4**A Gift That Elevates Any Space** Handcrafted with precision, this marble organizer doubles as a chic decor piece. Surprise loved ones with a functional gift that enhances home offices, vanities, or kitchen aesthetics. Endless Versatility, One Compact Solution Perfectly sized for desks, countertops, or shelves! Use it to hold pens, makeup brushes, toothbrushes, utensils, or skincare tools. Compact design saves space while keeping essentials organized. 5. **Perfect Gift for Home Lovers** Handcrafted with attention to detail, this unique marble piece is a functional yet beautiful gift for housewarmings, birthdays, or anyone valuing stylish home upgrades. \ufeff If the cup loses its luster, we can simply heat it up and then wipe it with a clean cloth, and the cup will restore its original luster for long-term use. Pen holder cup, makeup brush storage cup, bathroom mouthwash cup, office decoration desktop organizer\uff0cjade,green marble bathroom tumbler cup marble cup marble pen holder marble bathroom accessories green pen holder ceramic pencil holder green marbles marble desk ceramic pen holder Handcrafted Green Marble Pen Holder-Organizer Cup -Bathroom counter sorting, Makeup Brush & Utensil Storage, Eco-Friendly Home & Office Desk Decor"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Decorative Black Marble Pencil Holder, Stone Pen Cup for Desk, Home or Office", "asin": "B01LR4FXS6", "price": "$59.99", "quantity": ""},
{"title": "Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...", "asin": "B08PZC5DD9", "price": "$21.99", "quantity": ""},
{"title": "Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...", "asin": "B0DFPCK1PX", "price": "$36.99", "quantity": ""},
{"title": "Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...", "asin": "B0CZNFSQLX", "price": "$16.99", "quantity": ""},
{"title": "Decorative Onyx Stone Pencil Holder, Marble Pen Cup for Desk, Home or Office", "asin": "B01LR5QIFM", "price": "$59.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
{"title": "WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, Colorful Green", "asin": "B0BJZ83PKF", "price": "$13.99", "quantity": ""},
{"title": "WAVEYU Pen Holder for Women Girls, Pencil Cup Pink Desk Decor, Makeup Brush Holder Large Pu Leather Multi-Functional Organizer Cup for Office, Classroom, Home, Colorful Marble", "asin": "B09G9DGWNM", "price": "$10.59", "quantity": ""},
{"title": "LEAZUL Pen Holder, Makeup Brush Holder Ceramic Shiny Gold Terrazzo Marble Stone Pattern Pencil Cup for Girls Kids Women Durable Stand Desk Organizer Storage Gift for Office, Classroom, Home Light Blue", "asin": "B097DQVJVR", "price": "$13.99", "quantity": ""},
{"title": "Ergonomic Large Mouse Pad and Keyboard Wrist Rest, Desk Pad for Keyboard and Mouse, 4-in-1 Large Gaming Mouse Pad with Wrist Support - Blue Marble", "asin": "/promo/A3GNUTG5ELIT8S", "price": "$19.99", "quantity": ""},
{"title": "QIYI Large Mouse Pad, PU Leather Desk Mat for Desktop, Waterproof Gaming Desk Pad, Marble Painting Full Desk Accessories Keyboard Mousepad, Home & Office D\u00e9cor 31.5\" x 15.7\" - Abstract Fluid Art", "asin": "/promo/ATRO1XN8B6R8Q", "price": "$16.99", "quantity": ""},
{"title": "minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59", "quantity": ""},
{"title": "YOSCO Ceramic Desk Pen Holder Stand Cute Pencil Cup Pot Desk Organizer Makeup Brush Holder (Pearl)", "asin": "B08FFH9CRL", "price": "$11.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
{"title": "Handcrafted Natural Agate Business Card Holder from Brazil - Elegant Desk Organizer...", "asin": "B0DCXZVY1V", "price": "$29.95", "quantity": ""},
{"title": "Radicaln Marble Salt Cellar With Lid 3.5\" Inch Green Onyx Handmade Spice Jar For Kitchen Ideal Salt Containers, Salt And Pepper Holder & Stone Salt Holder", "asin": "B0C2YWSP5W", "price": "$24.85", "quantity": ""},
{"title": "Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...", "asin": "B08PZC5DD9", "price": "$21.99", "quantity": ""},
{"title": "Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...", "asin": "B0CZNFSQLX", "price": "$16.99", "quantity": ""},
{"title": "Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...", "asin": "B0DFPCK1PX", "price": "$36.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-07T09:36:58.746Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:31:53.789Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n{\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n{\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n{\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}],\n\"product_details\": [{\"asin\": \"B0B5LTV6RR\"},\n{\"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\"},\n{\"price\": \"$7.59\"},\n{\"bullet_list\": \"\\u3010Safe material\\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \\u3010Stylish & versatile design\\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \\u3010Skid resistance&Large capacity\\u30113.94 \\u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \\u3010Waterproof&Multifunctional\\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \\u3010Satisfaction guarantee\\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grey\"}],\n\"promotion_items\": [{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...\", \"asin\": \"B073VJ7K24\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Cactus Pen Holder Stand Cup Cactus Pencil Holder Organizer Makeup Brush Hol...\", \"asin\": \"B0D12J11Y7\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Pen Holder Stand Cup Pencil Holder Organizer Makeup Brush Holders for Home ...\", \"asin\": \"B09V2C7D4Z\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\\uff08Green\\uff09\", \"asin\": \"B0C5M4FXD3\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"UnionBasic Desk Organizer - Multifunctional Leather Desktop Pen Holder Storage Box - Business Card/Pen/Pencil/Mobile Phone/Stationery Holder, Blue\", \"asin\": \"B01DP9ZDR2\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Silicone Pen Holder, Pencil Holder Cute Pens Cup for Desk for Kids Office Decor Des...\", \"asin\": \"B0CPB9W1RP\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Pen Holder Stand Cup Pencil Holder Organizer Makeup Brush Holders for Home ...\", \"asin\": \"B09V2C7D4Z\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Cactus Pen Holder Stand Cup Cactus Pencil Holder Organizer Makeup Brush Hol...\", \"asin\": \"B0D12J11Y7\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Makeup Brush Holder, 360\\u00b0 Rotating Makeup Brush Organizer, Cosmetic Brushes Storage...\", \"asin\": \"B0C4P3R7NJ\", \"price\": \"$14.90\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Pen Holder For Desk Cute Flower Stand Pencil Cup Pot Desk Organizer Makeup ...\", \"asin\": \"B08TWCW13G\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Multifunctional Pen Holder and Organizer for Desk with Wireless Charger, Digital Indoor Thermometer and Humidity Gauge, Home Office Organizers and Storage (Battery Included)\", \"asin\": \"B09CSYNVCD\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Ludato 2 Pieces Mesh Pen Holder Desk Organizers and Accessories for Desk\\uff0c3 Compartments Black Pencil Holder for Office Supplies\\uff0c Gifts for Colleague\", \"asin\": \"B08RDC3YKP\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Pen Holder Stand Cup Pencil Holder Organizer Makeup Brush Holders for Home ...\", \"asin\": \"B09V2C7D4Z\", \"price\": \"$9.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\"},\n{\"title\": \"minimaliving\\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Pink)\", \"asin\": \"B0CY9DVP57\", \"price\": \"$9.99\"},\n{\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (White)\", \"asin\": \"B0B5LV9BRN\", \"price\": \"$7.59\"},\n{\"title\": \"KIBAGA\\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup\", \"asin\": \"B0BYNWYK8C\", \"price\": \"$8.99\"},\n{\"title\": \"Aewill\\u00a0Ceramic Pen Holder Stand Cup Pencil Holder Organizer Makeup Brush Holders for Home Office Desk (Pink)\", \"asin\": \"B09V2C7D4Z\", \"price\": \"$9.99\"},\n{\"title\": \"SIEBOLD\\u00a0Ceramic Pen Holder Stand Cup Pencil Holder Organizer Makeup Brush Holders for Home Office Desk (Pink)\", \"asin\": \"B0CY9JDL5D\", \"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\": \"2025-05-07T09:37:15.162Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"product_details": [{"asin": "B0B5LTV6RR"},
{"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)"},
{"price": "$7.59"},
{"bullet_list": "\u3010Safe material\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \u3010Stylish & versatile design\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \u3010Skid resistance&Large capacity\u30113.94 \u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \u3010Waterproof&Multifunctional\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \u3010Satisfaction guarantee\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Grey"}],
"promotion_items": [{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...", "asin": "B073VJ7K24", "price": "$7.99", "quantity": ""},
{"title": "Ceramic Cactus Pen Holder Stand Cup Cactus Pencil Holder Organizer Makeup Brush Hol...", "asin": "B0D12J11Y7", "price": "$11.99", "quantity": ""},
{"title": "Ceramic Pen Holder Stand Cup Pencil Holder Organizer Makeup Brush Holders for Home ...", "asin": "B09V2C7D4Z", "price": "$9.99", "quantity": ""},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\uff08Green\uff09", "asin": "B0C5M4FXD3", "price": "$7.99", "quantity": ""},
{"title": "Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...", "asin": "B0CY9FDJ4J", "price": "$6.99", "quantity": ""},
{"title": "UnionBasic Desk Organizer - Multifunctional Leather Desktop Pen Holder Storage Box - Business Card/Pen/Pencil/Mobile Phone/Stationery Holder, Blue", "asin": "B01DP9ZDR2", "price": "$16.99", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
{"title": "Silicone Pen Holder, Pencil Holder Cute Pens Cup for Desk for Kids Office Decor Des...", "asin": "B0CPB9W1RP", "price": "$7.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...", "asin": "B0CY9FDJ4J", "price": "$6.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Ceramic Pen Holder Stand Cup Pencil Holder Organizer Makeup Brush Holders for Home ...", "asin": "B09V2C7D4Z", "price": "$9.99", "quantity": ""},
{"title": "Ceramic Cactus Pen Holder Stand Cup Cactus Pencil Holder Organizer Makeup Brush Hol...", "asin": "B0D12J11Y7", "price": "$11.99", "quantity": ""},
{"title": "Makeup Brush Holder, 360\u00b0 Rotating Makeup Brush Organizer, Cosmetic Brushes Storage...", "asin": "B0C4P3R7NJ", "price": "$14.90", "quantity": ""},
{"title": "Ceramic Pen Holder For Desk Cute Flower Stand Pencil Cup Pot Desk Organizer Makeup ...", "asin": "B08TWCW13G", "price": "$11.99", "quantity": ""},
{"title": "Multifunctional Pen Holder and Organizer for Desk with Wireless Charger, Digital Indoor Thermometer and Humidity Gauge, Home Office Organizers and Storage (Battery Included)", "asin": "B09CSYNVCD", "price": "$39.95", "quantity": ""},
{"title": "Ludato 2 Pieces Mesh Pen Holder Desk Organizers and Accessories for Desk\uff0c3 Compartments Black Pencil Holder for Office Supplies\uff0c Gifts for Colleague", "asin": "B08RDC3YKP", "price": "$16.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
{"title": "Ceramic Pen Holder Stand Cup Pencil Holder Organizer Makeup Brush Holders for Home ...", "asin": "B09V2C7D4Z", "price": "$9.99", "quantity": ""}],
"comparison_items": [{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59"},
{"title": "minimaliving\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Pink)", "asin": "B0CY9DVP57", "price": "$9.99"},
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (White)", "asin": "B0B5LV9BRN", "price": "$7.59"},
{"title": "KIBAGA\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup", "asin": "B0BYNWYK8C", "price": "$8.99"},
{"title": "Aewill\u00a0Ceramic Pen Holder Stand Cup Pencil Holder Organizer Makeup Brush Holders for Home Office Desk (Pink)", "asin": "B09V2C7D4Z", "price": "$9.99"},
{"title": "SIEBOLD\u00a0Ceramic Pen Holder Stand Cup Pencil Holder Organizer Makeup Brush Holders for Home Office Desk (Pink)", "asin": "B0CY9JDL5D", "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": "2025-05-07T09:37:15.162Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-07T09:37:15.162Z
|
click
|
product_option
|
rule
|
2025-05-07T09:37:15.162Z
|
click
|
product_option
|
train
| 601 |
2025-05-07T09:37:15.162Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"product_details": [{"asin": "B0B5LTV6RR"},
{"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)"},
{"price": "$7.59"},
{"bullet_list": "\u3010Safe material\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \u3010Stylish & versatile design\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \u3010Skid resistance&Large capacity\u30113.94 \u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \u3010Waterproof&Multifunctional\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \u3010Satisfaction guarantee\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Grey"}],
"promotion_items": [{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...", "asin": "B073VJ7K24", "price": "$7.99", "quantity": ""},
{"title": "Ceramic Cactus Pen Holder Stand Cup Cactus Pencil Holder Organizer Makeup Brush Hol...", "asin": "B0D12J11Y7", "price": "$11.99", "quantity": ""},
{"title": "Ceramic Pen Holder Stand Cup Pencil Holder Organizer Makeup Brush Holders for Home ...", "asin": "B09V2C7D4Z", "price": "$9.99", "quantity": ""},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\uff08Green\uff09", "asin": "B0C5M4FXD3", "price": "$7.99", "quantity": ""},
{"title": "Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...", "asin": "B0CY9FDJ4J", "price": "$6.99", "quantity": ""},
{"title": "UnionBasic Desk Organizer - Multifunctional Leather Desktop Pen Holder Storage Box - Business Card/Pen/Pencil/Mobile Phone/Stationery Holder, Blue", "asin": "B01DP9ZDR2", "price": "$16.99", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
{"title": "Silicone Pen Holder, Pencil Holder Cute Pens Cup for Desk for Kids Office Decor Des...", "asin": "B0CPB9W1RP", "price": "$7.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...", "asin": "B0CY9FDJ4J", "price": "$6.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Ceramic Pen Holder Stand Cup Pencil Holder Organizer Makeup Brush Holders for Home ...", "asin": "B09V2C7D4Z", "price": "$9.99", "quantity": ""},
{"title": "Ceramic Cactus Pen Holder Stand Cup Cactus Pencil Holder Organizer Makeup Brush Hol...", "asin": "B0D12J11Y7", "price": "$11.99", "quantity": ""},
{"title": "Makeup Brush Holder, 360\u00b0 Rotating Makeup Brush Organizer, Cosmetic Brushes Storage...", "asin": "B0C4P3R7NJ", "price": "$14.90", "quantity": ""},
{"title": "Ceramic Pen Holder For Desk Cute Flower Stand Pencil Cup Pot Desk Organizer Makeup ...", "asin": "B08TWCW13G", "price": "$11.99", "quantity": ""},
{"title": "Multifunctional Pen Holder and Organizer for Desk with Wireless Charger, Digital Indoor Thermometer and Humidity Gauge, Home Office Organizers and Storage (Battery Included)", "asin": "B09CSYNVCD", "price": "$39.95", "quantity": ""},
{"title": "Ludato 2 Pieces Mesh Pen Holder Desk Organizers and Accessories for Desk\uff0c3 Compartments Black Pencil Holder for Office Supplies\uff0c Gifts for Colleague", "asin": "B08RDC3YKP", "price": "$16.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
{"title": "Ceramic Pen Holder Stand Cup Pencil Holder Organizer Makeup Brush Holders for Home ...", "asin": "B09V2C7D4Z", "price": "$9.99", "quantity": ""}],
"comparison_items": [{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59"},
{"title": "minimaliving\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Pink)", "asin": "B0CY9DVP57", "price": "$9.99"},
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (White)", "asin": "B0B5LV9BRN", "price": "$7.59"},
{"title": "KIBAGA\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup", "asin": "B0BYNWYK8C", "price": "$8.99"},
{"title": "Aewill\u00a0Ceramic Pen Holder Stand Cup Pencil Holder Organizer Makeup Brush Holders for Home Office Desk (Pink)", "asin": "B09V2C7D4Z", "price": "$9.99"},
{"title": "SIEBOLD\u00a0Ceramic Pen Holder Stand Cup Pencil Holder Organizer Makeup Brush Holders for Home Office Desk (Pink)", "asin": "B0CY9JDL5D", "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": "2025-05-07T09:37:15.162Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:31:53.789Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n{\"timestamp\": \"2025-05-07T09:37:15.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n{\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n{\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n{\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}],\n\"product_details\": [{\"asin\": \"B09WXR2VJ5\"},\n{\"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Light grey)\"},\n{\"price\": \"$7.59\"},\n{\"bullet_list\": \"\\u3010Safe material\\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \\u3010Stylish & versatile design\\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \\u3010Skid resistance&Large capacity\\u30113.94 \\u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \\u3010Waterproof&Multifunctional\\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \\u3010Satisfaction guarantee\\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Beige\"}],\n\"promotion_items\": [{\"title\": \"MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3\", \"asin\": \"B089XXKN5M\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\\u00d73.14inch (Blue)\", \"asin\": \"B0C789YPVZ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"quantity\": \"\"},\n{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...\", \"asin\": \"B0CSZC5LN2\", \"price\": \"$27.00\", \"quantity\": \"\"},\n{\"title\": \"Pen holder, aluminum alloy waterproof pen holder, desktop simple and modern minimal...\", \"asin\": \"B0BHVCFR5B\", \"price\": \"$12.98\", \"quantity\": \"\"},\n{\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\\u00d73.14inch (Grey)\", \"asin\": \"B0C789HMSC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Decorative Black Marble Pencil Holder, Stone Pen Cup for Desk, Home or Office\", \"asin\": \"B01LR4FXS6\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...\", \"asin\": \"B092YMVJ96\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3\", \"asin\": \"B089XXKN5M\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"quantity\": \"\"},\n{\"title\": \"Makeup Brush Holder with Lid 360 Rotating Clear Dustproof Make Up Organizers for Va...\", \"asin\": \"B0C9JPPLYJ\", \"price\": \"$21.59\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...\", \"asin\": \"B0CSZC5LN2\", \"price\": \"$27.00\", \"quantity\": \"\"},\n{\"title\": \"Pen holder, aluminum alloy waterproof pen holder, desktop simple and modern minimal...\", \"asin\": \"B0BHVCFR5B\", \"price\": \"$12.98\", \"quantity\": \"\"},\n{\"title\": \"Makeup Brush Holder, 360\\u00b0 Rotating Makeup Brush Organizer, Cosmetic Brushes Storage...\", \"asin\": \"B0C4P3R7NJ\", \"price\": \"$14.90\", \"quantity\": \"\"},\n{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3\", \"asin\": \"B089XXKN5M\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\\u00d73.14inch (Grey)\", \"asin\": \"B0C789HMSC\", \"price\": \"$9.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Light grey)\", \"asin\": \"B09WXR2VJ5\", \"price\": \"$7.59\"},\n{\"title\": \"minimaliving\\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Grey)\", \"asin\": \"B0CY9G65HZ\", \"price\": \"$9.99\"},\n{\"title\": \"KIBAGA\\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup\", \"asin\": \"B0BYNWYK8C\", \"price\": \"$8.99\"},\n{\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\"},\n{\"title\": \"ZUFECY\\u00a0Pen Holder Stand for Desk, Scandinavian Design Desk Organizer Makeup Brush Holder for School, Home, Office (Gray)\", \"asin\": \"B0C61NVPSY\", \"price\": \"$5.99\"},\n{\"title\": \"HighHerz\\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Desk Organizer And Accessories (Dark Blue)\", \"asin\": \"B0DNFCNB4F\", \"price\": \"$7.99\"}]\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\": \"2025-05-07T09:37:19.851Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
{"timestamp": "2025-05-07T09:37:15.162Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"product_details": [{"asin": "B09WXR2VJ5"},
{"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Light grey)"},
{"price": "$7.59"},
{"bullet_list": "\u3010Safe material\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \u3010Stylish & versatile design\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \u3010Skid resistance&Large capacity\u30113.94 \u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \u3010Waterproof&Multifunctional\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \u3010Satisfaction guarantee\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Beige"}],
"promotion_items": [{"title": "MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3", "asin": "B089XXKN5M", "price": "$25.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\u00d73.14inch (Blue)", "asin": "B0C789YPVZ", "price": "$12.99", "quantity": ""},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...", "asin": "B0CY9FDJ4J", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...", "asin": "B0CSZC5LN2", "price": "$27.00", "quantity": ""},
{"title": "Pen holder, aluminum alloy waterproof pen holder, desktop simple and modern minimal...", "asin": "B0BHVCFR5B", "price": "$12.98", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\u00d73.14inch (Grey)", "asin": "B0C789HMSC", "price": "$9.99", "quantity": ""},
{"title": "Decorative Black Marble Pencil Holder, Stone Pen Cup for Desk, Home or Office", "asin": "B01LR4FXS6", "price": "$59.99", "quantity": ""},
{"title": "Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...", "asin": "B092YMVJ96", "price": "$8.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3", "asin": "B089XXKN5M", "price": "$25.99", "quantity": ""},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "quantity": ""},
{"title": "Makeup Brush Holder with Lid 360 Rotating Clear Dustproof Make Up Organizers for Va...", "asin": "B0C9JPPLYJ", "price": "$21.59", "quantity": ""},
{"title": "Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...", "asin": "B0CSZC5LN2", "price": "$27.00", "quantity": ""},
{"title": "Pen holder, aluminum alloy waterproof pen holder, desktop simple and modern minimal...", "asin": "B0BHVCFR5B", "price": "$12.98", "quantity": ""},
{"title": "Makeup Brush Holder, 360\u00b0 Rotating Makeup Brush Organizer, Cosmetic Brushes Storage...", "asin": "B0C4P3R7NJ", "price": "$14.90", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3", "asin": "B089XXKN5M", "price": "$25.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\u00d73.14inch (Grey)", "asin": "B0C789HMSC", "price": "$9.99", "quantity": ""}],
"comparison_items": [{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Light grey)", "asin": "B09WXR2VJ5", "price": "$7.59"},
{"title": "minimaliving\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Grey)", "asin": "B0CY9G65HZ", "price": "$9.99"},
{"title": "KIBAGA\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup", "asin": "B0BYNWYK8C", "price": "$8.99"},
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59"},
{"title": "ZUFECY\u00a0Pen Holder Stand for Desk, Scandinavian Design Desk Organizer Makeup Brush Holder for School, Home, Office (Gray)", "asin": "B0C61NVPSY", "price": "$5.99"},
{"title": "HighHerz\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Desk Organizer And Accessories (Dark Blue)", "asin": "B0DNFCNB4F", "price": "$7.99"}]
<|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": "2025-05-07T09:37:19.851Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-07T09:37:19.851Z
|
click
|
product_option
|
rule
|
2025-05-07T09:37:19.851Z
|
click
|
product_option
|
train
| 602 |
2025-05-07T09:37:19.851Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
{"timestamp": "2025-05-07T09:37:15.162Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"product_details": [{"asin": "B09WXR2VJ5"},
{"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Light grey)"},
{"price": "$7.59"},
{"bullet_list": "\u3010Safe material\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \u3010Stylish & versatile design\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \u3010Skid resistance&Large capacity\u30113.94 \u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \u3010Waterproof&Multifunctional\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \u3010Satisfaction guarantee\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Beige"}],
"promotion_items": [{"title": "MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3", "asin": "B089XXKN5M", "price": "$25.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\u00d73.14inch (Blue)", "asin": "B0C789YPVZ", "price": "$12.99", "quantity": ""},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...", "asin": "B0CY9FDJ4J", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...", "asin": "B0CSZC5LN2", "price": "$27.00", "quantity": ""},
{"title": "Pen holder, aluminum alloy waterproof pen holder, desktop simple and modern minimal...", "asin": "B0BHVCFR5B", "price": "$12.98", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\u00d73.14inch (Grey)", "asin": "B0C789HMSC", "price": "$9.99", "quantity": ""},
{"title": "Decorative Black Marble Pencil Holder, Stone Pen Cup for Desk, Home or Office", "asin": "B01LR4FXS6", "price": "$59.99", "quantity": ""},
{"title": "Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...", "asin": "B092YMVJ96", "price": "$8.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3", "asin": "B089XXKN5M", "price": "$25.99", "quantity": ""},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "quantity": ""},
{"title": "Makeup Brush Holder with Lid 360 Rotating Clear Dustproof Make Up Organizers for Va...", "asin": "B0C9JPPLYJ", "price": "$21.59", "quantity": ""},
{"title": "Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...", "asin": "B0CSZC5LN2", "price": "$27.00", "quantity": ""},
{"title": "Pen holder, aluminum alloy waterproof pen holder, desktop simple and modern minimal...", "asin": "B0BHVCFR5B", "price": "$12.98", "quantity": ""},
{"title": "Makeup Brush Holder, 360\u00b0 Rotating Makeup Brush Organizer, Cosmetic Brushes Storage...", "asin": "B0C4P3R7NJ", "price": "$14.90", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3", "asin": "B089XXKN5M", "price": "$25.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\u00d73.14inch (Grey)", "asin": "B0C789HMSC", "price": "$9.99", "quantity": ""}],
"comparison_items": [{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Light grey)", "asin": "B09WXR2VJ5", "price": "$7.59"},
{"title": "minimaliving\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Grey)", "asin": "B0CY9G65HZ", "price": "$9.99"},
{"title": "KIBAGA\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup", "asin": "B0BYNWYK8C", "price": "$8.99"},
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59"},
{"title": "ZUFECY\u00a0Pen Holder Stand for Desk, Scandinavian Design Desk Organizer Makeup Brush Holder for School, Home, Office (Gray)", "asin": "B0C61NVPSY", "price": "$5.99"},
{"title": "HighHerz\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Desk Organizer And Accessories (Dark Blue)", "asin": "B0DNFCNB4F", "price": "$7.99"}]
<|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": "2025-05-07T09:37:19.851Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:31:53.789Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n{\"timestamp\": \"2025-05-07T09:37:15.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:19.851Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n{\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n{\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n{\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}],\n\"product_details\": [{\"asin\": \"B09WY7KNYZ\"},\n{\"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\"},\n{\"price\": \"$7.59\"},\n{\"bullet_list\": \"\\u3010Safe material\\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \\u3010Stylish & versatile design\\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \\u3010Skid resistance&Large capacity\\u30113.94 \\u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \\u3010Waterproof&Multifunctional\\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \\u3010Satisfaction guarantee\\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Beige\"}],\n\"promotion_items\": [{\"title\": \"2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...\", \"asin\": \"B07YJHJ79X\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"quantity\": \"\"},\n{\"title\": \"Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\\u00b0Rotating Office Acces...\", \"asin\": \"B0CY9FWV19\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\\u00d73.14inch (Grey)\", \"asin\": \"B0C789HMSC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...\", \"asin\": \"B092YMVJ96\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Creative Design Silicone Pen and Pencil Holder (White)\", \"asin\": \"B077ZW7ZDW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Walnut Wooden Pencil Holder Cup for Desk Natural Wood Pen Holder Stand for Office H...\", \"asin\": \"B0DLG2VWZN\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Makeup Brush Holder with Lid 360 Rotating Clear Dustproof Make Up Organizers for Va...\", \"asin\": \"B0C9JPPLYJ\", \"price\": \"$21.59\", \"quantity\": \"\"},\n{\"title\": \"Henoyso 2 Pcs Wood Pen Pencil Holder Geometric Pencil Cup Stand Makeup Organizer for Pen Holder Desk Home Office Adults(Bamboo)\", \"asin\": \"B0BK8TXS95\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...\", \"asin\": \"B092YMVJ96\", \"price\": \"$8.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\"},\n{\"title\": \"minimaliving\\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\"},\n{\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\"},\n{\"title\": \"KIBAGA\\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup\", \"asin\": \"B0BYNWYK8C\", \"price\": \"$8.99\"},\n{\"title\": \"HighHerz\\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)\", \"asin\": \"B0DNF9K887\", \"price\": \"$5.99\"},\n{\"title\": \"WOODWORD\\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor\", \"asin\": \"B0D45B1ZZP\", \"price\": \"$9.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:37:22.256Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
{"timestamp": "2025-05-07T09:37:15.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:19.851Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"product_details": [{"asin": "B09WY7KNYZ"},
{"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)"},
{"price": "$7.59"},
{"bullet_list": "\u3010Safe material\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \u3010Stylish & versatile design\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \u3010Skid resistance&Large capacity\u30113.94 \u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \u3010Waterproof&Multifunctional\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \u3010Satisfaction guarantee\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Beige"}],
"promotion_items": [{"title": "2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...", "asin": "B07YJHJ79X", "price": "$6.99", "quantity": ""},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "quantity": ""},
{"title": "Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\u00b0Rotating Office Acces...", "asin": "B0CY9FWV19", "price": "$7.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\u00d73.14inch (Grey)", "asin": "B0C789HMSC", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...", "asin": "B092YMVJ96", "price": "$8.99", "quantity": ""},
{"title": "Creative Design Silicone Pen and Pencil Holder (White)", "asin": "B077ZW7ZDW", "price": "$12.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Walnut Wooden Pencil Holder Cup for Desk Natural Wood Pen Holder Stand for Office H...", "asin": "B0DLG2VWZN", "price": "$9.99", "quantity": ""},
{"title": "Makeup Brush Holder with Lid 360 Rotating Clear Dustproof Make Up Organizers for Va...", "asin": "B0C9JPPLYJ", "price": "$21.59", "quantity": ""},
{"title": "Henoyso 2 Pcs Wood Pen Pencil Holder Geometric Pencil Cup Stand Makeup Organizer for Pen Holder Desk Home Office Adults(Bamboo)", "asin": "B0BK8TXS95", "price": "$15.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...", "asin": "B092YMVJ96", "price": "$8.99", "quantity": ""}],
"comparison_items": [{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B09WY7KNYZ", "price": "$7.59"},
{"title": "minimaliving\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B0CY9FDJ4J", "price": "$6.99"},
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59"},
{"title": "KIBAGA\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup", "asin": "B0BYNWYK8C", "price": "$8.99"},
{"title": "HighHerz\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)", "asin": "B0DNF9K887", "price": "$5.99"},
{"title": "WOODWORD\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor", "asin": "B0D45B1ZZP", "price": "$9.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-07T09:37:22.256Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-07T09:37:22.256Z
|
purchase
|
B09WY7KNYZ
|
rule
|
2025-05-07T09:37:22.256Z
|
purchase
|
B09WY7KNYZ
|
train
| 603 |
2025-05-07T09:37:22.256Z
|
purchase
|
B09WY7KNYZ
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
{"timestamp": "2025-05-07T09:37:15.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:19.851Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"product_details": [{"asin": "B09WY7KNYZ"},
{"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)"},
{"price": "$7.59"},
{"bullet_list": "\u3010Safe material\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \u3010Stylish & versatile design\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \u3010Skid resistance&Large capacity\u30113.94 \u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \u3010Waterproof&Multifunctional\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \u3010Satisfaction guarantee\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Beige"}],
"promotion_items": [{"title": "2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...", "asin": "B07YJHJ79X", "price": "$6.99", "quantity": ""},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "quantity": ""},
{"title": "Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\u00b0Rotating Office Acces...", "asin": "B0CY9FWV19", "price": "$7.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\u00d73.14inch (Grey)", "asin": "B0C789HMSC", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...", "asin": "B092YMVJ96", "price": "$8.99", "quantity": ""},
{"title": "Creative Design Silicone Pen and Pencil Holder (White)", "asin": "B077ZW7ZDW", "price": "$12.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Walnut Wooden Pencil Holder Cup for Desk Natural Wood Pen Holder Stand for Office H...", "asin": "B0DLG2VWZN", "price": "$9.99", "quantity": ""},
{"title": "Makeup Brush Holder with Lid 360 Rotating Clear Dustproof Make Up Organizers for Va...", "asin": "B0C9JPPLYJ", "price": "$21.59", "quantity": ""},
{"title": "Henoyso 2 Pcs Wood Pen Pencil Holder Geometric Pencil Cup Stand Makeup Organizer for Pen Holder Desk Home Office Adults(Bamboo)", "asin": "B0BK8TXS95", "price": "$15.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...", "asin": "B092YMVJ96", "price": "$8.99", "quantity": ""}],
"comparison_items": [{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B09WY7KNYZ", "price": "$7.59"},
{"title": "minimaliving\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B0CY9FDJ4J", "price": "$6.99"},
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59"},
{"title": "KIBAGA\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup", "asin": "B0BYNWYK8C", "price": "$8.99"},
{"title": "HighHerz\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)", "asin": "B0DNF9K887", "price": "$5.99"},
{"title": "WOODWORD\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor", "asin": "B0D45B1ZZP", "price": "$9.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-07T09:37:22.256Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:31:53.789Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n{\"timestamp\": \"2025-05-07T09:37:15.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:19.851Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:22.256Z\", \"action\": \"purchase\", \"action_argument\": \"B09WY7KNYZ\"}\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\": \"minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n{\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n{\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n{\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}],\n\"product_details\": [{\"asin\": \"B09WY7KNYZ\"},\n{\"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\"},\n{\"price\": \"$7.59\"},\n{\"bullet_list\": \"\\u3010Safe material\\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \\u3010Stylish & versatile design\\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \\u3010Skid resistance&Large capacity\\u30113.94 \\u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \\u3010Waterproof&Multifunctional\\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \\u3010Satisfaction guarantee\\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Beige\"}],\n\"promotion_items\": [{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)\", \"asin\": \"B0DPJSRR76\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\\u00b0Rotating Office Acces...\", \"asin\": \"B0CY9FWV19\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\\u00d73.14inch (Grey)\", \"asin\": \"B0C789HMSC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\\uff08Green\\uff09\", \"asin\": \"B0C5M4FXD3\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Creative Design Silicone Pen and Pencil Holder (White)\", \"asin\": \"B077ZW7ZDW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...\", \"asin\": \"B092YMVJ96\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...\", \"asin\": \"B07YJHJ79X\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...\", \"asin\": \"B0CSZC5LN2\", \"price\": \"$27.00\", \"quantity\": \"\"},\n{\"title\": \"Dacasso Classic Leather Mat Desk pad, 34\\\" x 20\\\", Chocolate Brown\", \"asin\": \"B001F4OOR0\", \"price\": \"$143.99\", \"quantity\": \"\"},\n{\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\\u00d73.14inch (Blue)\", \"asin\": \"B0C789YPVZ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Knight Pen Holder Desk Organizers and Accessories Desk Decor Resin Pen Holder as Gi...\", \"asin\": \"B07PJ7CLVY\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)\", \"asin\": \"B0DPJSRR76\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Acrylic Sticky Note Holder, 3 x 3 Crystal Clear Acrylic Notepad Holder Acrylic Sticky Note Dispenser for Dorm Room and Office Desk Organizer\", \"asin\": \"B0CH7S6C93\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige\", \"asin\": \"B0C9ZHWC9K\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"YSAGi Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Waterproof Laptop Desk Writing Pad for Office and Home (23.6\\\" x 13.8\\\", Eggshell)\", \"asin\": \"/promo/A2SEN3R4Z8MFIW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Acrylic Sticky Note Holder Self Stick Note Pad Holder for Classroom Office Desk Organizer\", \"asin\": \"B0DJP165YW\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Ddaowanx Gel Pens, 6 Pcs 0.5mm Quick Dry Black Ink Pens Fine Point Smooth Writing Pens, Cute Office School Supplies Gifts for Women\", \"asin\": \"B0C9W8DD9S\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Leadiy Acrylic Coaster Decorative Plates, Irregular Bar Drink Coaster, Clear Cloud Shape Coffee Cup Coaster, Perfect for Tabletop Protection and Accessories Display.(Clear)\", \"asin\": \"B0C6LVPPC2\", \"price\": \"$5.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\"},\n{\"title\": \"minimaliving\\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\"},\n{\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\"},\n{\"title\": \"KIBAGA\\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup\", \"asin\": \"B0BYNWYK8C\", \"price\": \"$8.99\"},\n{\"title\": \"HighHerz\\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)\", \"asin\": \"B0DNF9K887\", \"price\": \"$5.99\"},\n{\"title\": \"WOODWORD\\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor\", \"asin\": \"B0D45B1ZZP\", \"price\": \"$9.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:38:02.788Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
{"timestamp": "2025-05-07T09:37:15.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:19.851Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:22.256Z", "action": "purchase", "action_argument": "B09WY7KNYZ"}
<|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": "minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B09WY7KNYZ", "price": "$7.59", "quantity": "1"},
{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"product_details": [{"asin": "B09WY7KNYZ"},
{"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)"},
{"price": "$7.59"},
{"bullet_list": "\u3010Safe material\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \u3010Stylish & versatile design\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \u3010Skid resistance&Large capacity\u30113.94 \u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \u3010Waterproof&Multifunctional\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \u3010Satisfaction guarantee\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Beige"}],
"promotion_items": [{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...", "asin": "B0CY9FDJ4J", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)", "asin": "B0DPJSRR76", "price": "$6.99", "quantity": ""},
{"title": "Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\u00b0Rotating Office Acces...", "asin": "B0CY9FWV19", "price": "$7.99", "quantity": ""},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\u00d73.14inch (Grey)", "asin": "B0C789HMSC", "price": "$9.99", "quantity": ""},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\uff08Green\uff09", "asin": "B0C5M4FXD3", "price": "$7.99", "quantity": ""},
{"title": "Creative Design Silicone Pen and Pencil Holder (White)", "asin": "B077ZW7ZDW", "price": "$12.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...", "asin": "B092YMVJ96", "price": "$8.99", "quantity": ""},
{"title": "2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...", "asin": "B07YJHJ79X", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...", "asin": "B0CSZC5LN2", "price": "$27.00", "quantity": ""},
{"title": "Dacasso Classic Leather Mat Desk pad, 34\" x 20\", Chocolate Brown", "asin": "B001F4OOR0", "price": "$143.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\u00d73.14inch (Blue)", "asin": "B0C789YPVZ", "price": "$12.99", "quantity": ""},
{"title": "Knight Pen Holder Desk Organizers and Accessories Desk Decor Resin Pen Holder as Gi...", "asin": "B07PJ7CLVY", "price": "$27.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)", "asin": "B0DPJSRR76", "price": "$6.99", "quantity": ""},
{"title": "Acrylic Sticky Note Holder, 3 x 3 Crystal Clear Acrylic Notepad Holder Acrylic Sticky Note Dispenser for Dorm Room and Office Desk Organizer", "asin": "B0CH7S6C93", "price": "$7.99", "quantity": ""},
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige", "asin": "B0C9ZHWC9K", "price": "$9.98", "quantity": ""},
{"title": "YSAGi Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Waterproof Laptop Desk Writing Pad for Office and Home (23.6\" x 13.8\", Eggshell)", "asin": "/promo/A2SEN3R4Z8MFIW", "price": "$9.99", "quantity": ""},
{"title": "Acrylic Sticky Note Holder Self Stick Note Pad Holder for Classroom Office Desk Organizer", "asin": "B0DJP165YW", "price": "$6.99", "quantity": ""},
{"title": "Ddaowanx Gel Pens, 6 Pcs 0.5mm Quick Dry Black Ink Pens Fine Point Smooth Writing Pens, Cute Office School Supplies Gifts for Women", "asin": "B0C9W8DD9S", "price": "$8.99", "quantity": ""},
{"title": "Leadiy Acrylic Coaster Decorative Plates, Irregular Bar Drink Coaster, Clear Cloud Shape Coffee Cup Coaster, Perfect for Tabletop Protection and Accessories Display.(Clear)", "asin": "B0C6LVPPC2", "price": "$5.99", "quantity": ""}],
"comparison_items": [{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B09WY7KNYZ", "price": "$7.59"},
{"title": "minimaliving\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B0CY9FDJ4J", "price": "$6.99"},
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59"},
{"title": "KIBAGA\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup", "asin": "B0BYNWYK8C", "price": "$8.99"},
{"title": "HighHerz\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)", "asin": "B0DNF9K887", "price": "$5.99"},
{"title": "WOODWORD\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor", "asin": "B0D45B1ZZP", "price": "$9.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-07T09:38:02.788Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-07T09:38:02.788Z
|
click
|
quantity
|
rule
|
2025-05-07T09:38:02.788Z
|
click
|
quantity
|
train
| 604 |
2025-05-07T09:38:02.788Z
|
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": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
{"timestamp": "2025-05-07T09:37:15.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:19.851Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:22.256Z", "action": "purchase", "action_argument": "B09WY7KNYZ"}
<|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": "minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B09WY7KNYZ", "price": "$7.59", "quantity": "1"},
{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"product_details": [{"asin": "B09WY7KNYZ"},
{"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)"},
{"price": "$7.59"},
{"bullet_list": "\u3010Safe material\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \u3010Stylish & versatile design\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \u3010Skid resistance&Large capacity\u30113.94 \u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \u3010Waterproof&Multifunctional\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \u3010Satisfaction guarantee\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Beige"}],
"promotion_items": [{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...", "asin": "B0CY9FDJ4J", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)", "asin": "B0DPJSRR76", "price": "$6.99", "quantity": ""},
{"title": "Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\u00b0Rotating Office Acces...", "asin": "B0CY9FWV19", "price": "$7.99", "quantity": ""},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\u00d73.14inch (Grey)", "asin": "B0C789HMSC", "price": "$9.99", "quantity": ""},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\uff08Green\uff09", "asin": "B0C5M4FXD3", "price": "$7.99", "quantity": ""},
{"title": "Creative Design Silicone Pen and Pencil Holder (White)", "asin": "B077ZW7ZDW", "price": "$12.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...", "asin": "B092YMVJ96", "price": "$8.99", "quantity": ""},
{"title": "2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...", "asin": "B07YJHJ79X", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...", "asin": "B0CSZC5LN2", "price": "$27.00", "quantity": ""},
{"title": "Dacasso Classic Leather Mat Desk pad, 34\" x 20\", Chocolate Brown", "asin": "B001F4OOR0", "price": "$143.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\u00d73.14inch (Blue)", "asin": "B0C789YPVZ", "price": "$12.99", "quantity": ""},
{"title": "Knight Pen Holder Desk Organizers and Accessories Desk Decor Resin Pen Holder as Gi...", "asin": "B07PJ7CLVY", "price": "$27.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)", "asin": "B0DPJSRR76", "price": "$6.99", "quantity": ""},
{"title": "Acrylic Sticky Note Holder, 3 x 3 Crystal Clear Acrylic Notepad Holder Acrylic Sticky Note Dispenser for Dorm Room and Office Desk Organizer", "asin": "B0CH7S6C93", "price": "$7.99", "quantity": ""},
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige", "asin": "B0C9ZHWC9K", "price": "$9.98", "quantity": ""},
{"title": "YSAGi Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Waterproof Laptop Desk Writing Pad for Office and Home (23.6\" x 13.8\", Eggshell)", "asin": "/promo/A2SEN3R4Z8MFIW", "price": "$9.99", "quantity": ""},
{"title": "Acrylic Sticky Note Holder Self Stick Note Pad Holder for Classroom Office Desk Organizer", "asin": "B0DJP165YW", "price": "$6.99", "quantity": ""},
{"title": "Ddaowanx Gel Pens, 6 Pcs 0.5mm Quick Dry Black Ink Pens Fine Point Smooth Writing Pens, Cute Office School Supplies Gifts for Women", "asin": "B0C9W8DD9S", "price": "$8.99", "quantity": ""},
{"title": "Leadiy Acrylic Coaster Decorative Plates, Irregular Bar Drink Coaster, Clear Cloud Shape Coffee Cup Coaster, Perfect for Tabletop Protection and Accessories Display.(Clear)", "asin": "B0C6LVPPC2", "price": "$5.99", "quantity": ""}],
"comparison_items": [{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B09WY7KNYZ", "price": "$7.59"},
{"title": "minimaliving\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B0CY9FDJ4J", "price": "$6.99"},
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59"},
{"title": "KIBAGA\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup", "asin": "B0BYNWYK8C", "price": "$8.99"},
{"title": "HighHerz\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)", "asin": "B0DNF9K887", "price": "$5.99"},
{"title": "WOODWORD\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor", "asin": "B0D45B1ZZP", "price": "$9.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-07T09:38:02.788Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:31:53.789Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n{\"timestamp\": \"2025-05-07T09:37:15.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:19.851Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:22.256Z\", \"action\": \"purchase\", \"action_argument\": \"B09WY7KNYZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:38:02.788Z\", \"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\": \"minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n{\"asin\": \"B07HML1BT5\"},\n{\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n{\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}],\n\"product_details\": [{\"asin\": \"B09WY7KNYZ\"},\n{\"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\"},\n{\"price\": \"$7.59\"},\n{\"bullet_list\": \"\\u3010Safe material\\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \\u3010Stylish & versatile design\\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \\u3010Skid resistance&Large capacity\\u30113.94 \\u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \\u3010Waterproof&Multifunctional\\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \\u3010Satisfaction guarantee\\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Beige\"}],\n\"promotion_items\": [{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)\", \"asin\": \"B0DPJSRR76\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\\u00b0Rotating Office Acces...\", \"asin\": \"B0CY9FWV19\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\\u00d73.14inch (Grey)\", \"asin\": \"B0C789HMSC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\\uff08Green\\uff09\", \"asin\": \"B0C5M4FXD3\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Creative Design Silicone Pen and Pencil Holder (White)\", \"asin\": \"B077ZW7ZDW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...\", \"asin\": \"B092YMVJ96\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...\", \"asin\": \"B07YJHJ79X\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...\", \"asin\": \"B0CSZC5LN2\", \"price\": \"$27.00\", \"quantity\": \"\"},\n{\"title\": \"Dacasso Classic Leather Mat Desk pad, 34\\\" x 20\\\", Chocolate Brown\", \"asin\": \"B001F4OOR0\", \"price\": \"$143.99\", \"quantity\": \"\"},\n{\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\\u00d73.14inch (Blue)\", \"asin\": \"B0C789YPVZ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Knight Pen Holder Desk Organizers and Accessories Desk Decor Resin Pen Holder as Gi...\", \"asin\": \"B07PJ7CLVY\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)\", \"asin\": \"B0DPJSRR76\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Acrylic Sticky Note Holder, 3 x 3 Crystal Clear Acrylic Notepad Holder Acrylic Sticky Note Dispenser for Dorm Room and Office Desk Organizer\", \"asin\": \"B0CH7S6C93\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige\", \"asin\": \"B0C9ZHWC9K\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"YSAGi Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Waterproof Laptop Desk Writing Pad for Office and Home (23.6\\\" x 13.8\\\", Eggshell)\", \"asin\": \"/promo/A2SEN3R4Z8MFIW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Acrylic Sticky Note Holder Self Stick Note Pad Holder for Classroom Office Desk Organizer\", \"asin\": \"B0DJP165YW\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Ddaowanx Gel Pens, 6 Pcs 0.5mm Quick Dry Black Ink Pens Fine Point Smooth Writing Pens, Cute Office School Supplies Gifts for Women\", \"asin\": \"B0C9W8DD9S\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Leadiy Acrylic Coaster Decorative Plates, Irregular Bar Drink Coaster, Clear Cloud Shape Coffee Cup Coaster, Perfect for Tabletop Protection and Accessories Display.(Clear)\", \"asin\": \"B0C6LVPPC2\", \"price\": \"$5.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\"},\n{\"title\": \"minimaliving\\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\"},\n{\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\"},\n{\"title\": \"KIBAGA\\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup\", \"asin\": \"B0BYNWYK8C\", \"price\": \"$8.99\"},\n{\"title\": \"HighHerz\\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)\", \"asin\": \"B0DNF9K887\", \"price\": \"$5.99\"},\n{\"title\": \"WOODWORD\\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor\", \"asin\": \"B0D45B1ZZP\", \"price\": \"$9.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:38:17.591Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
{"timestamp": "2025-05-07T09:37:15.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:19.851Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:22.256Z", "action": "purchase", "action_argument": "B09WY7KNYZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:38:02.788Z", "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": "minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B09WY7KNYZ", "price": "$7.59", "quantity": "1"},
{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
{"asin": "B07HML1BT5"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"product_details": [{"asin": "B09WY7KNYZ"},
{"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)"},
{"price": "$7.59"},
{"bullet_list": "\u3010Safe material\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \u3010Stylish & versatile design\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \u3010Skid resistance&Large capacity\u30113.94 \u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \u3010Waterproof&Multifunctional\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \u3010Satisfaction guarantee\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Beige"}],
"promotion_items": [{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...", "asin": "B0CY9FDJ4J", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)", "asin": "B0DPJSRR76", "price": "$6.99", "quantity": ""},
{"title": "Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\u00b0Rotating Office Acces...", "asin": "B0CY9FWV19", "price": "$7.99", "quantity": ""},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\u00d73.14inch (Grey)", "asin": "B0C789HMSC", "price": "$9.99", "quantity": ""},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\uff08Green\uff09", "asin": "B0C5M4FXD3", "price": "$7.99", "quantity": ""},
{"title": "Creative Design Silicone Pen and Pencil Holder (White)", "asin": "B077ZW7ZDW", "price": "$12.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...", "asin": "B092YMVJ96", "price": "$8.99", "quantity": ""},
{"title": "2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...", "asin": "B07YJHJ79X", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...", "asin": "B0CSZC5LN2", "price": "$27.00", "quantity": ""},
{"title": "Dacasso Classic Leather Mat Desk pad, 34\" x 20\", Chocolate Brown", "asin": "B001F4OOR0", "price": "$143.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\u00d73.14inch (Blue)", "asin": "B0C789YPVZ", "price": "$12.99", "quantity": ""},
{"title": "Knight Pen Holder Desk Organizers and Accessories Desk Decor Resin Pen Holder as Gi...", "asin": "B07PJ7CLVY", "price": "$27.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)", "asin": "B0DPJSRR76", "price": "$6.99", "quantity": ""},
{"title": "Acrylic Sticky Note Holder, 3 x 3 Crystal Clear Acrylic Notepad Holder Acrylic Sticky Note Dispenser for Dorm Room and Office Desk Organizer", "asin": "B0CH7S6C93", "price": "$7.99", "quantity": ""},
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige", "asin": "B0C9ZHWC9K", "price": "$9.98", "quantity": ""},
{"title": "YSAGi Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Waterproof Laptop Desk Writing Pad for Office and Home (23.6\" x 13.8\", Eggshell)", "asin": "/promo/A2SEN3R4Z8MFIW", "price": "$9.99", "quantity": ""},
{"title": "Acrylic Sticky Note Holder Self Stick Note Pad Holder for Classroom Office Desk Organizer", "asin": "B0DJP165YW", "price": "$6.99", "quantity": ""},
{"title": "Ddaowanx Gel Pens, 6 Pcs 0.5mm Quick Dry Black Ink Pens Fine Point Smooth Writing Pens, Cute Office School Supplies Gifts for Women", "asin": "B0C9W8DD9S", "price": "$8.99", "quantity": ""},
{"title": "Leadiy Acrylic Coaster Decorative Plates, Irregular Bar Drink Coaster, Clear Cloud Shape Coffee Cup Coaster, Perfect for Tabletop Protection and Accessories Display.(Clear)", "asin": "B0C6LVPPC2", "price": "$5.99", "quantity": ""}],
"comparison_items": [{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B09WY7KNYZ", "price": "$7.59"},
{"title": "minimaliving\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B0CY9FDJ4J", "price": "$6.99"},
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59"},
{"title": "KIBAGA\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup", "asin": "B0BYNWYK8C", "price": "$8.99"},
{"title": "HighHerz\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)", "asin": "B0DNF9K887", "price": "$5.99"},
{"title": "WOODWORD\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor", "asin": "B0D45B1ZZP", "price": "$9.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-07T09:38:17.591Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-07T09:38:17.591Z
|
click
|
quantity
|
rule
|
2025-05-07T09:38:17.591Z
|
click
|
quantity
|
train
| 605 |
2025-05-07T09:38:17.591Z
|
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": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
{"timestamp": "2025-05-07T09:37:15.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:19.851Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:22.256Z", "action": "purchase", "action_argument": "B09WY7KNYZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:38:02.788Z", "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": "minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B09WY7KNYZ", "price": "$7.59", "quantity": "1"},
{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
{"asin": "B07HML1BT5"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"product_details": [{"asin": "B09WY7KNYZ"},
{"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)"},
{"price": "$7.59"},
{"bullet_list": "\u3010Safe material\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \u3010Stylish & versatile design\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \u3010Skid resistance&Large capacity\u30113.94 \u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \u3010Waterproof&Multifunctional\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \u3010Satisfaction guarantee\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Beige"}],
"promotion_items": [{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...", "asin": "B0CY9FDJ4J", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)", "asin": "B0DPJSRR76", "price": "$6.99", "quantity": ""},
{"title": "Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\u00b0Rotating Office Acces...", "asin": "B0CY9FWV19", "price": "$7.99", "quantity": ""},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\u00d73.14inch (Grey)", "asin": "B0C789HMSC", "price": "$9.99", "quantity": ""},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\uff08Green\uff09", "asin": "B0C5M4FXD3", "price": "$7.99", "quantity": ""},
{"title": "Creative Design Silicone Pen and Pencil Holder (White)", "asin": "B077ZW7ZDW", "price": "$12.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...", "asin": "B092YMVJ96", "price": "$8.99", "quantity": ""},
{"title": "2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...", "asin": "B07YJHJ79X", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...", "asin": "B0CSZC5LN2", "price": "$27.00", "quantity": ""},
{"title": "Dacasso Classic Leather Mat Desk pad, 34\" x 20\", Chocolate Brown", "asin": "B001F4OOR0", "price": "$143.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\u00d73.14inch (Blue)", "asin": "B0C789YPVZ", "price": "$12.99", "quantity": ""},
{"title": "Knight Pen Holder Desk Organizers and Accessories Desk Decor Resin Pen Holder as Gi...", "asin": "B07PJ7CLVY", "price": "$27.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)", "asin": "B0DPJSRR76", "price": "$6.99", "quantity": ""},
{"title": "Acrylic Sticky Note Holder, 3 x 3 Crystal Clear Acrylic Notepad Holder Acrylic Sticky Note Dispenser for Dorm Room and Office Desk Organizer", "asin": "B0CH7S6C93", "price": "$7.99", "quantity": ""},
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige", "asin": "B0C9ZHWC9K", "price": "$9.98", "quantity": ""},
{"title": "YSAGi Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Waterproof Laptop Desk Writing Pad for Office and Home (23.6\" x 13.8\", Eggshell)", "asin": "/promo/A2SEN3R4Z8MFIW", "price": "$9.99", "quantity": ""},
{"title": "Acrylic Sticky Note Holder Self Stick Note Pad Holder for Classroom Office Desk Organizer", "asin": "B0DJP165YW", "price": "$6.99", "quantity": ""},
{"title": "Ddaowanx Gel Pens, 6 Pcs 0.5mm Quick Dry Black Ink Pens Fine Point Smooth Writing Pens, Cute Office School Supplies Gifts for Women", "asin": "B0C9W8DD9S", "price": "$8.99", "quantity": ""},
{"title": "Leadiy Acrylic Coaster Decorative Plates, Irregular Bar Drink Coaster, Clear Cloud Shape Coffee Cup Coaster, Perfect for Tabletop Protection and Accessories Display.(Clear)", "asin": "B0C6LVPPC2", "price": "$5.99", "quantity": ""}],
"comparison_items": [{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B09WY7KNYZ", "price": "$7.59"},
{"title": "minimaliving\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B0CY9FDJ4J", "price": "$6.99"},
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59"},
{"title": "KIBAGA\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup", "asin": "B0BYNWYK8C", "price": "$8.99"},
{"title": "HighHerz\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)", "asin": "B0DNF9K887", "price": "$5.99"},
{"title": "WOODWORD\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor", "asin": "B0D45B1ZZP", "price": "$9.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-07T09:38:17.591Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:31:53.789Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n{\"timestamp\": \"2025-05-07T09:37:15.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:19.851Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:22.256Z\", \"action\": \"purchase\", \"action_argument\": \"B09WY7KNYZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:38:02.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:17.591Z\", \"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\": \"minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n{\"asin\": \"B0856PVTCP\"},\n{\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}],\n\"product_details\": [{\"asin\": \"B09WY7KNYZ\"},\n{\"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\"},\n{\"price\": \"$7.59\"},\n{\"bullet_list\": \"\\u3010Safe material\\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \\u3010Stylish & versatile design\\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \\u3010Skid resistance&Large capacity\\u30113.94 \\u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \\u3010Waterproof&Multifunctional\\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \\u3010Satisfaction guarantee\\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Beige\"}],\n\"promotion_items\": [{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)\", \"asin\": \"B0DPJSRR76\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\\u00b0Rotating Office Acces...\", \"asin\": \"B0CY9FWV19\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\\u00d73.14inch (Grey)\", \"asin\": \"B0C789HMSC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\\uff08Green\\uff09\", \"asin\": \"B0C5M4FXD3\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Creative Design Silicone Pen and Pencil Holder (White)\", \"asin\": \"B077ZW7ZDW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...\", \"asin\": \"B092YMVJ96\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...\", \"asin\": \"B07YJHJ79X\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...\", \"asin\": \"B0CSZC5LN2\", \"price\": \"$27.00\", \"quantity\": \"\"},\n{\"title\": \"Dacasso Classic Leather Mat Desk pad, 34\\\" x 20\\\", Chocolate Brown\", \"asin\": \"B001F4OOR0\", \"price\": \"$143.99\", \"quantity\": \"\"},\n{\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\\u00d73.14inch (Blue)\", \"asin\": \"B0C789YPVZ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Knight Pen Holder Desk Organizers and Accessories Desk Decor Resin Pen Holder as Gi...\", \"asin\": \"B07PJ7CLVY\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)\", \"asin\": \"B0DPJSRR76\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Acrylic Sticky Note Holder, 3 x 3 Crystal Clear Acrylic Notepad Holder Acrylic Sticky Note Dispenser for Dorm Room and Office Desk Organizer\", \"asin\": \"B0CH7S6C93\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige\", \"asin\": \"B0C9ZHWC9K\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"YSAGi Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Waterproof Laptop Desk Writing Pad for Office and Home (23.6\\\" x 13.8\\\", Eggshell)\", \"asin\": \"/promo/A2SEN3R4Z8MFIW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Acrylic Sticky Note Holder Self Stick Note Pad Holder for Classroom Office Desk Organizer\", \"asin\": \"B0DJP165YW\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Ddaowanx Gel Pens, 6 Pcs 0.5mm Quick Dry Black Ink Pens Fine Point Smooth Writing Pens, Cute Office School Supplies Gifts for Women\", \"asin\": \"B0C9W8DD9S\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Leadiy Acrylic Coaster Decorative Plates, Irregular Bar Drink Coaster, Clear Cloud Shape Coffee Cup Coaster, Perfect for Tabletop Protection and Accessories Display.(Clear)\", \"asin\": \"B0C6LVPPC2\", \"price\": \"$5.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\"},\n{\"title\": \"minimaliving\\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\"},\n{\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\"},\n{\"title\": \"KIBAGA\\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup\", \"asin\": \"B0BYNWYK8C\", \"price\": \"$8.99\"},\n{\"title\": \"HighHerz\\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)\", \"asin\": \"B0DNF9K887\", \"price\": \"$5.99\"},\n{\"title\": \"WOODWORD\\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor\", \"asin\": \"B0D45B1ZZP\", \"price\": \"$9.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:38:19.895Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
{"timestamp": "2025-05-07T09:37:15.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:19.851Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:22.256Z", "action": "purchase", "action_argument": "B09WY7KNYZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:38:02.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:17.591Z", "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": "minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B09WY7KNYZ", "price": "$7.59", "quantity": "1"},
{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
{"asin": "B0856PVTCP"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"product_details": [{"asin": "B09WY7KNYZ"},
{"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)"},
{"price": "$7.59"},
{"bullet_list": "\u3010Safe material\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \u3010Stylish & versatile design\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \u3010Skid resistance&Large capacity\u30113.94 \u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \u3010Waterproof&Multifunctional\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \u3010Satisfaction guarantee\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Beige"}],
"promotion_items": [{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...", "asin": "B0CY9FDJ4J", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)", "asin": "B0DPJSRR76", "price": "$6.99", "quantity": ""},
{"title": "Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\u00b0Rotating Office Acces...", "asin": "B0CY9FWV19", "price": "$7.99", "quantity": ""},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\u00d73.14inch (Grey)", "asin": "B0C789HMSC", "price": "$9.99", "quantity": ""},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\uff08Green\uff09", "asin": "B0C5M4FXD3", "price": "$7.99", "quantity": ""},
{"title": "Creative Design Silicone Pen and Pencil Holder (White)", "asin": "B077ZW7ZDW", "price": "$12.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...", "asin": "B092YMVJ96", "price": "$8.99", "quantity": ""},
{"title": "2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...", "asin": "B07YJHJ79X", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...", "asin": "B0CSZC5LN2", "price": "$27.00", "quantity": ""},
{"title": "Dacasso Classic Leather Mat Desk pad, 34\" x 20\", Chocolate Brown", "asin": "B001F4OOR0", "price": "$143.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\u00d73.14inch (Blue)", "asin": "B0C789YPVZ", "price": "$12.99", "quantity": ""},
{"title": "Knight Pen Holder Desk Organizers and Accessories Desk Decor Resin Pen Holder as Gi...", "asin": "B07PJ7CLVY", "price": "$27.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)", "asin": "B0DPJSRR76", "price": "$6.99", "quantity": ""},
{"title": "Acrylic Sticky Note Holder, 3 x 3 Crystal Clear Acrylic Notepad Holder Acrylic Sticky Note Dispenser for Dorm Room and Office Desk Organizer", "asin": "B0CH7S6C93", "price": "$7.99", "quantity": ""},
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige", "asin": "B0C9ZHWC9K", "price": "$9.98", "quantity": ""},
{"title": "YSAGi Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Waterproof Laptop Desk Writing Pad for Office and Home (23.6\" x 13.8\", Eggshell)", "asin": "/promo/A2SEN3R4Z8MFIW", "price": "$9.99", "quantity": ""},
{"title": "Acrylic Sticky Note Holder Self Stick Note Pad Holder for Classroom Office Desk Organizer", "asin": "B0DJP165YW", "price": "$6.99", "quantity": ""},
{"title": "Ddaowanx Gel Pens, 6 Pcs 0.5mm Quick Dry Black Ink Pens Fine Point Smooth Writing Pens, Cute Office School Supplies Gifts for Women", "asin": "B0C9W8DD9S", "price": "$8.99", "quantity": ""},
{"title": "Leadiy Acrylic Coaster Decorative Plates, Irregular Bar Drink Coaster, Clear Cloud Shape Coffee Cup Coaster, Perfect for Tabletop Protection and Accessories Display.(Clear)", "asin": "B0C6LVPPC2", "price": "$5.99", "quantity": ""}],
"comparison_items": [{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B09WY7KNYZ", "price": "$7.59"},
{"title": "minimaliving\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B0CY9FDJ4J", "price": "$6.99"},
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59"},
{"title": "KIBAGA\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup", "asin": "B0BYNWYK8C", "price": "$8.99"},
{"title": "HighHerz\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)", "asin": "B0DNF9K887", "price": "$5.99"},
{"title": "WOODWORD\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor", "asin": "B0D45B1ZZP", "price": "$9.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-07T09:38:19.895Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-07T09:38:19.895Z
|
click
|
quantity
|
rule
|
2025-05-07T09:38:19.895Z
|
click
|
quantity
|
train
| 606 |
2025-05-07T09:38:19.895Z
|
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": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
{"timestamp": "2025-05-07T09:37:15.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:19.851Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:22.256Z", "action": "purchase", "action_argument": "B09WY7KNYZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:38:02.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:17.591Z", "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": "minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B09WY7KNYZ", "price": "$7.59", "quantity": "1"},
{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
{"asin": "B0856PVTCP"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"product_details": [{"asin": "B09WY7KNYZ"},
{"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)"},
{"price": "$7.59"},
{"bullet_list": "\u3010Safe material\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \u3010Stylish & versatile design\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \u3010Skid resistance&Large capacity\u30113.94 \u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \u3010Waterproof&Multifunctional\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \u3010Satisfaction guarantee\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Beige"}],
"promotion_items": [{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...", "asin": "B0CY9FDJ4J", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)", "asin": "B0DPJSRR76", "price": "$6.99", "quantity": ""},
{"title": "Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\u00b0Rotating Office Acces...", "asin": "B0CY9FWV19", "price": "$7.99", "quantity": ""},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\u00d73.14inch (Grey)", "asin": "B0C789HMSC", "price": "$9.99", "quantity": ""},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\uff08Green\uff09", "asin": "B0C5M4FXD3", "price": "$7.99", "quantity": ""},
{"title": "Creative Design Silicone Pen and Pencil Holder (White)", "asin": "B077ZW7ZDW", "price": "$12.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...", "asin": "B092YMVJ96", "price": "$8.99", "quantity": ""},
{"title": "2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...", "asin": "B07YJHJ79X", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...", "asin": "B0CSZC5LN2", "price": "$27.00", "quantity": ""},
{"title": "Dacasso Classic Leather Mat Desk pad, 34\" x 20\", Chocolate Brown", "asin": "B001F4OOR0", "price": "$143.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\u00d73.14inch (Blue)", "asin": "B0C789YPVZ", "price": "$12.99", "quantity": ""},
{"title": "Knight Pen Holder Desk Organizers and Accessories Desk Decor Resin Pen Holder as Gi...", "asin": "B07PJ7CLVY", "price": "$27.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)", "asin": "B0DPJSRR76", "price": "$6.99", "quantity": ""},
{"title": "Acrylic Sticky Note Holder, 3 x 3 Crystal Clear Acrylic Notepad Holder Acrylic Sticky Note Dispenser for Dorm Room and Office Desk Organizer", "asin": "B0CH7S6C93", "price": "$7.99", "quantity": ""},
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige", "asin": "B0C9ZHWC9K", "price": "$9.98", "quantity": ""},
{"title": "YSAGi Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Waterproof Laptop Desk Writing Pad for Office and Home (23.6\" x 13.8\", Eggshell)", "asin": "/promo/A2SEN3R4Z8MFIW", "price": "$9.99", "quantity": ""},
{"title": "Acrylic Sticky Note Holder Self Stick Note Pad Holder for Classroom Office Desk Organizer", "asin": "B0DJP165YW", "price": "$6.99", "quantity": ""},
{"title": "Ddaowanx Gel Pens, 6 Pcs 0.5mm Quick Dry Black Ink Pens Fine Point Smooth Writing Pens, Cute Office School Supplies Gifts for Women", "asin": "B0C9W8DD9S", "price": "$8.99", "quantity": ""},
{"title": "Leadiy Acrylic Coaster Decorative Plates, Irregular Bar Drink Coaster, Clear Cloud Shape Coffee Cup Coaster, Perfect for Tabletop Protection and Accessories Display.(Clear)", "asin": "B0C6LVPPC2", "price": "$5.99", "quantity": ""}],
"comparison_items": [{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B09WY7KNYZ", "price": "$7.59"},
{"title": "minimaliving\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B0CY9FDJ4J", "price": "$6.99"},
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59"},
{"title": "KIBAGA\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup", "asin": "B0BYNWYK8C", "price": "$8.99"},
{"title": "HighHerz\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)", "asin": "B0DNF9K887", "price": "$5.99"},
{"title": "WOODWORD\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor", "asin": "B0D45B1ZZP", "price": "$9.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-07T09:38:19.895Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:31:53.789Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n{\"timestamp\": \"2025-05-07T09:37:15.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:19.851Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:22.256Z\", \"action\": \"purchase\", \"action_argument\": \"B09WY7KNYZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:38:02.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:17.591Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:19.895Z\", \"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\": \"minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n{\"asin\": \"B004LLIKVU\"}],\n\"product_details\": [{\"asin\": \"B09WY7KNYZ\"},\n{\"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\"},\n{\"price\": \"$7.59\"},\n{\"bullet_list\": \"\\u3010Safe material\\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \\u3010Stylish & versatile design\\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \\u3010Skid resistance&Large capacity\\u30113.94 \\u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \\u3010Waterproof&Multifunctional\\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \\u3010Satisfaction guarantee\\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Beige\"}],\n\"promotion_items\": [{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)\", \"asin\": \"B0DPJSRR76\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\\u00b0Rotating Office Acces...\", \"asin\": \"B0CY9FWV19\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\\u00d73.14inch (Grey)\", \"asin\": \"B0C789HMSC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\\uff08Green\\uff09\", \"asin\": \"B0C5M4FXD3\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Creative Design Silicone Pen and Pencil Holder (White)\", \"asin\": \"B077ZW7ZDW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...\", \"asin\": \"B092YMVJ96\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...\", \"asin\": \"B07YJHJ79X\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...\", \"asin\": \"B0CSZC5LN2\", \"price\": \"$27.00\", \"quantity\": \"\"},\n{\"title\": \"Dacasso Classic Leather Mat Desk pad, 34\\\" x 20\\\", Chocolate Brown\", \"asin\": \"B001F4OOR0\", \"price\": \"$143.99\", \"quantity\": \"\"},\n{\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\\u00d73.14inch (Blue)\", \"asin\": \"B0C789YPVZ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Knight Pen Holder Desk Organizers and Accessories Desk Decor Resin Pen Holder as Gi...\", \"asin\": \"B07PJ7CLVY\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)\", \"asin\": \"B0DPJSRR76\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Acrylic Sticky Note Holder, 3 x 3 Crystal Clear Acrylic Notepad Holder Acrylic Sticky Note Dispenser for Dorm Room and Office Desk Organizer\", \"asin\": \"B0CH7S6C93\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige\", \"asin\": \"B0C9ZHWC9K\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"YSAGi Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Waterproof Laptop Desk Writing Pad for Office and Home (23.6\\\" x 13.8\\\", Eggshell)\", \"asin\": \"/promo/A2SEN3R4Z8MFIW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Acrylic Sticky Note Holder Self Stick Note Pad Holder for Classroom Office Desk Organizer\", \"asin\": \"B0DJP165YW\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Ddaowanx Gel Pens, 6 Pcs 0.5mm Quick Dry Black Ink Pens Fine Point Smooth Writing Pens, Cute Office School Supplies Gifts for Women\", \"asin\": \"B0C9W8DD9S\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Leadiy Acrylic Coaster Decorative Plates, Irregular Bar Drink Coaster, Clear Cloud Shape Coffee Cup Coaster, Perfect for Tabletop Protection and Accessories Display.(Clear)\", \"asin\": \"B0C6LVPPC2\", \"price\": \"$5.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\"},\n{\"title\": \"minimaliving\\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\"},\n{\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\"},\n{\"title\": \"KIBAGA\\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup\", \"asin\": \"B0BYNWYK8C\", \"price\": \"$8.99\"},\n{\"title\": \"HighHerz\\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)\", \"asin\": \"B0DNF9K887\", \"price\": \"$5.99\"},\n{\"title\": \"WOODWORD\\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor\", \"asin\": \"B0D45B1ZZP\", \"price\": \"$9.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:38:21.597Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
{"timestamp": "2025-05-07T09:37:15.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:19.851Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:22.256Z", "action": "purchase", "action_argument": "B09WY7KNYZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:38:02.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:17.591Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:19.895Z", "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": "minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B09WY7KNYZ", "price": "$7.59", "quantity": "1"},
{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
{"asin": "B004LLIKVU"}],
"product_details": [{"asin": "B09WY7KNYZ"},
{"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)"},
{"price": "$7.59"},
{"bullet_list": "\u3010Safe material\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \u3010Stylish & versatile design\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \u3010Skid resistance&Large capacity\u30113.94 \u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \u3010Waterproof&Multifunctional\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \u3010Satisfaction guarantee\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Beige"}],
"promotion_items": [{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...", "asin": "B0CY9FDJ4J", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)", "asin": "B0DPJSRR76", "price": "$6.99", "quantity": ""},
{"title": "Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\u00b0Rotating Office Acces...", "asin": "B0CY9FWV19", "price": "$7.99", "quantity": ""},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\u00d73.14inch (Grey)", "asin": "B0C789HMSC", "price": "$9.99", "quantity": ""},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\uff08Green\uff09", "asin": "B0C5M4FXD3", "price": "$7.99", "quantity": ""},
{"title": "Creative Design Silicone Pen and Pencil Holder (White)", "asin": "B077ZW7ZDW", "price": "$12.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...", "asin": "B092YMVJ96", "price": "$8.99", "quantity": ""},
{"title": "2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...", "asin": "B07YJHJ79X", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...", "asin": "B0CSZC5LN2", "price": "$27.00", "quantity": ""},
{"title": "Dacasso Classic Leather Mat Desk pad, 34\" x 20\", Chocolate Brown", "asin": "B001F4OOR0", "price": "$143.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\u00d73.14inch (Blue)", "asin": "B0C789YPVZ", "price": "$12.99", "quantity": ""},
{"title": "Knight Pen Holder Desk Organizers and Accessories Desk Decor Resin Pen Holder as Gi...", "asin": "B07PJ7CLVY", "price": "$27.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)", "asin": "B0DPJSRR76", "price": "$6.99", "quantity": ""},
{"title": "Acrylic Sticky Note Holder, 3 x 3 Crystal Clear Acrylic Notepad Holder Acrylic Sticky Note Dispenser for Dorm Room and Office Desk Organizer", "asin": "B0CH7S6C93", "price": "$7.99", "quantity": ""},
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige", "asin": "B0C9ZHWC9K", "price": "$9.98", "quantity": ""},
{"title": "YSAGi Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Waterproof Laptop Desk Writing Pad for Office and Home (23.6\" x 13.8\", Eggshell)", "asin": "/promo/A2SEN3R4Z8MFIW", "price": "$9.99", "quantity": ""},
{"title": "Acrylic Sticky Note Holder Self Stick Note Pad Holder for Classroom Office Desk Organizer", "asin": "B0DJP165YW", "price": "$6.99", "quantity": ""},
{"title": "Ddaowanx Gel Pens, 6 Pcs 0.5mm Quick Dry Black Ink Pens Fine Point Smooth Writing Pens, Cute Office School Supplies Gifts for Women", "asin": "B0C9W8DD9S", "price": "$8.99", "quantity": ""},
{"title": "Leadiy Acrylic Coaster Decorative Plates, Irregular Bar Drink Coaster, Clear Cloud Shape Coffee Cup Coaster, Perfect for Tabletop Protection and Accessories Display.(Clear)", "asin": "B0C6LVPPC2", "price": "$5.99", "quantity": ""}],
"comparison_items": [{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B09WY7KNYZ", "price": "$7.59"},
{"title": "minimaliving\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B0CY9FDJ4J", "price": "$6.99"},
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59"},
{"title": "KIBAGA\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup", "asin": "B0BYNWYK8C", "price": "$8.99"},
{"title": "HighHerz\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)", "asin": "B0DNF9K887", "price": "$5.99"},
{"title": "WOODWORD\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor", "asin": "B0D45B1ZZP", "price": "$9.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-07T09:38:21.597Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-07T09:38:21.597Z
|
click
|
quantity
|
rule
|
2025-05-07T09:38:21.597Z
|
click
|
quantity
|
train
| 607 |
2025-05-07T09:38:21.597Z
|
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": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
{"timestamp": "2025-05-07T09:37:15.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:19.851Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:22.256Z", "action": "purchase", "action_argument": "B09WY7KNYZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:38:02.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:17.591Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:19.895Z", "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": "minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B09WY7KNYZ", "price": "$7.59", "quantity": "1"},
{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
{"asin": "B004LLIKVU"}],
"product_details": [{"asin": "B09WY7KNYZ"},
{"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)"},
{"price": "$7.59"},
{"bullet_list": "\u3010Safe material\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \u3010Stylish & versatile design\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \u3010Skid resistance&Large capacity\u30113.94 \u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \u3010Waterproof&Multifunctional\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \u3010Satisfaction guarantee\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Beige"}],
"promotion_items": [{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...", "asin": "B0CY9FDJ4J", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)", "asin": "B0DPJSRR76", "price": "$6.99", "quantity": ""},
{"title": "Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\u00b0Rotating Office Acces...", "asin": "B0CY9FWV19", "price": "$7.99", "quantity": ""},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\u00d73.14inch (Grey)", "asin": "B0C789HMSC", "price": "$9.99", "quantity": ""},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\uff08Green\uff09", "asin": "B0C5M4FXD3", "price": "$7.99", "quantity": ""},
{"title": "Creative Design Silicone Pen and Pencil Holder (White)", "asin": "B077ZW7ZDW", "price": "$12.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...", "asin": "B092YMVJ96", "price": "$8.99", "quantity": ""},
{"title": "2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...", "asin": "B07YJHJ79X", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...", "asin": "B0CSZC5LN2", "price": "$27.00", "quantity": ""},
{"title": "Dacasso Classic Leather Mat Desk pad, 34\" x 20\", Chocolate Brown", "asin": "B001F4OOR0", "price": "$143.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\u00d73.14inch (Blue)", "asin": "B0C789YPVZ", "price": "$12.99", "quantity": ""},
{"title": "Knight Pen Holder Desk Organizers and Accessories Desk Decor Resin Pen Holder as Gi...", "asin": "B07PJ7CLVY", "price": "$27.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)", "asin": "B0DPJSRR76", "price": "$6.99", "quantity": ""},
{"title": "Acrylic Sticky Note Holder, 3 x 3 Crystal Clear Acrylic Notepad Holder Acrylic Sticky Note Dispenser for Dorm Room and Office Desk Organizer", "asin": "B0CH7S6C93", "price": "$7.99", "quantity": ""},
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige", "asin": "B0C9ZHWC9K", "price": "$9.98", "quantity": ""},
{"title": "YSAGi Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Waterproof Laptop Desk Writing Pad for Office and Home (23.6\" x 13.8\", Eggshell)", "asin": "/promo/A2SEN3R4Z8MFIW", "price": "$9.99", "quantity": ""},
{"title": "Acrylic Sticky Note Holder Self Stick Note Pad Holder for Classroom Office Desk Organizer", "asin": "B0DJP165YW", "price": "$6.99", "quantity": ""},
{"title": "Ddaowanx Gel Pens, 6 Pcs 0.5mm Quick Dry Black Ink Pens Fine Point Smooth Writing Pens, Cute Office School Supplies Gifts for Women", "asin": "B0C9W8DD9S", "price": "$8.99", "quantity": ""},
{"title": "Leadiy Acrylic Coaster Decorative Plates, Irregular Bar Drink Coaster, Clear Cloud Shape Coffee Cup Coaster, Perfect for Tabletop Protection and Accessories Display.(Clear)", "asin": "B0C6LVPPC2", "price": "$5.99", "quantity": ""}],
"comparison_items": [{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B09WY7KNYZ", "price": "$7.59"},
{"title": "minimaliving\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B0CY9FDJ4J", "price": "$6.99"},
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59"},
{"title": "KIBAGA\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup", "asin": "B0BYNWYK8C", "price": "$8.99"},
{"title": "HighHerz\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)", "asin": "B0DNF9K887", "price": "$5.99"},
{"title": "WOODWORD\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor", "asin": "B0D45B1ZZP", "price": "$9.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-07T09:38:21.597Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:31:53.789Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n{\"timestamp\": \"2025-05-07T09:37:15.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:19.851Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:22.256Z\", \"action\": \"purchase\", \"action_argument\": \"B09WY7KNYZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:38:02.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:17.591Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:19.895Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:21.597Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"asin\": \"B09WY7KNYZ\"},\n{\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09WY7KNYZ\"},\n{\"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\"},\n{\"price\": \"$7.59\"},\n{\"bullet_list\": \"\\u3010Safe material\\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \\u3010Stylish & versatile design\\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \\u3010Skid resistance&Large capacity\\u30113.94 \\u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \\u3010Waterproof&Multifunctional\\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \\u3010Satisfaction guarantee\\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Beige\"}],\n\"promotion_items\": [{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)\", \"asin\": \"B0DPJSRR76\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\\u00b0Rotating Office Acces...\", \"asin\": \"B0CY9FWV19\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\\u00d73.14inch (Grey)\", \"asin\": \"B0C789HMSC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\\uff08Green\\uff09\", \"asin\": \"B0C5M4FXD3\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Creative Design Silicone Pen and Pencil Holder (White)\", \"asin\": \"B077ZW7ZDW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...\", \"asin\": \"B092YMVJ96\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...\", \"asin\": \"B07YJHJ79X\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...\", \"asin\": \"B0CSZC5LN2\", \"price\": \"$27.00\", \"quantity\": \"\"},\n{\"title\": \"Dacasso Classic Leather Mat Desk pad, 34\\\" x 20\\\", Chocolate Brown\", \"asin\": \"B001F4OOR0\", \"price\": \"$143.99\", \"quantity\": \"\"},\n{\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\\u00d73.14inch (Blue)\", \"asin\": \"B0C789YPVZ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Knight Pen Holder Desk Organizers and Accessories Desk Decor Resin Pen Holder as Gi...\", \"asin\": \"B07PJ7CLVY\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)\", \"asin\": \"B0DPJSRR76\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Acrylic Sticky Note Holder, 3 x 3 Crystal Clear Acrylic Notepad Holder Acrylic Sticky Note Dispenser for Dorm Room and Office Desk Organizer\", \"asin\": \"B0CH7S6C93\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige\", \"asin\": \"B0C9ZHWC9K\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"YSAGi Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Waterproof Laptop Desk Writing Pad for Office and Home (23.6\\\" x 13.8\\\", Eggshell)\", \"asin\": \"/promo/A2SEN3R4Z8MFIW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Acrylic Sticky Note Holder Self Stick Note Pad Holder for Classroom Office Desk Organizer\", \"asin\": \"B0DJP165YW\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Ddaowanx Gel Pens, 6 Pcs 0.5mm Quick Dry Black Ink Pens Fine Point Smooth Writing Pens, Cute Office School Supplies Gifts for Women\", \"asin\": \"B0C9W8DD9S\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Leadiy Acrylic Coaster Decorative Plates, Irregular Bar Drink Coaster, Clear Cloud Shape Coffee Cup Coaster, Perfect for Tabletop Protection and Accessories Display.(Clear)\", \"asin\": \"B0C6LVPPC2\", \"price\": \"$5.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\"},\n{\"title\": \"minimaliving\\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\"},\n{\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\"},\n{\"title\": \"KIBAGA\\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup\", \"asin\": \"B0BYNWYK8C\", \"price\": \"$8.99\"},\n{\"title\": \"HighHerz\\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)\", \"asin\": \"B0DNF9K887\", \"price\": \"$5.99\"},\n{\"title\": \"WOODWORD\\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor\", \"asin\": \"B0D45B1ZZP\", \"price\": \"$9.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:38:27.883Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
{"timestamp": "2025-05-07T09:37:15.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:19.851Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:22.256Z", "action": "purchase", "action_argument": "B09WY7KNYZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:38:02.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:17.591Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:19.895Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:21.597Z", "action": "click", "action_argument": "quantity"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"asin": "B09WY7KNYZ"},
{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"}],
"product_details": [{"asin": "B09WY7KNYZ"},
{"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)"},
{"price": "$7.59"},
{"bullet_list": "\u3010Safe material\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \u3010Stylish & versatile design\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \u3010Skid resistance&Large capacity\u30113.94 \u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \u3010Waterproof&Multifunctional\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \u3010Satisfaction guarantee\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Beige"}],
"promotion_items": [{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...", "asin": "B0CY9FDJ4J", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)", "asin": "B0DPJSRR76", "price": "$6.99", "quantity": ""},
{"title": "Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\u00b0Rotating Office Acces...", "asin": "B0CY9FWV19", "price": "$7.99", "quantity": ""},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\u00d73.14inch (Grey)", "asin": "B0C789HMSC", "price": "$9.99", "quantity": ""},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\uff08Green\uff09", "asin": "B0C5M4FXD3", "price": "$7.99", "quantity": ""},
{"title": "Creative Design Silicone Pen and Pencil Holder (White)", "asin": "B077ZW7ZDW", "price": "$12.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...", "asin": "B092YMVJ96", "price": "$8.99", "quantity": ""},
{"title": "2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...", "asin": "B07YJHJ79X", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...", "asin": "B0CSZC5LN2", "price": "$27.00", "quantity": ""},
{"title": "Dacasso Classic Leather Mat Desk pad, 34\" x 20\", Chocolate Brown", "asin": "B001F4OOR0", "price": "$143.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\u00d73.14inch (Blue)", "asin": "B0C789YPVZ", "price": "$12.99", "quantity": ""},
{"title": "Knight Pen Holder Desk Organizers and Accessories Desk Decor Resin Pen Holder as Gi...", "asin": "B07PJ7CLVY", "price": "$27.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)", "asin": "B0DPJSRR76", "price": "$6.99", "quantity": ""},
{"title": "Acrylic Sticky Note Holder, 3 x 3 Crystal Clear Acrylic Notepad Holder Acrylic Sticky Note Dispenser for Dorm Room and Office Desk Organizer", "asin": "B0CH7S6C93", "price": "$7.99", "quantity": ""},
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige", "asin": "B0C9ZHWC9K", "price": "$9.98", "quantity": ""},
{"title": "YSAGi Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Waterproof Laptop Desk Writing Pad for Office and Home (23.6\" x 13.8\", Eggshell)", "asin": "/promo/A2SEN3R4Z8MFIW", "price": "$9.99", "quantity": ""},
{"title": "Acrylic Sticky Note Holder Self Stick Note Pad Holder for Classroom Office Desk Organizer", "asin": "B0DJP165YW", "price": "$6.99", "quantity": ""},
{"title": "Ddaowanx Gel Pens, 6 Pcs 0.5mm Quick Dry Black Ink Pens Fine Point Smooth Writing Pens, Cute Office School Supplies Gifts for Women", "asin": "B0C9W8DD9S", "price": "$8.99", "quantity": ""},
{"title": "Leadiy Acrylic Coaster Decorative Plates, Irregular Bar Drink Coaster, Clear Cloud Shape Coffee Cup Coaster, Perfect for Tabletop Protection and Accessories Display.(Clear)", "asin": "B0C6LVPPC2", "price": "$5.99", "quantity": ""}],
"comparison_items": [{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B09WY7KNYZ", "price": "$7.59"},
{"title": "minimaliving\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B0CY9FDJ4J", "price": "$6.99"},
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59"},
{"title": "KIBAGA\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup", "asin": "B0BYNWYK8C", "price": "$8.99"},
{"title": "HighHerz\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)", "asin": "B0DNF9K887", "price": "$5.99"},
{"title": "WOODWORD\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor", "asin": "B0D45B1ZZP", "price": "$9.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-07T09:38:27.883Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-07T09:38:27.883Z
|
click
|
nav_bar
|
rule
|
2025-05-07T09:38:27.883Z
|
click
|
nav_bar
|
train
| 608 |
2025-05-07T09:38:27.883Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
{"timestamp": "2025-05-07T09:37:15.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:19.851Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:22.256Z", "action": "purchase", "action_argument": "B09WY7KNYZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:38:02.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:17.591Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:19.895Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:21.597Z", "action": "click", "action_argument": "quantity"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"asin": "B09WY7KNYZ"},
{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"}],
"product_details": [{"asin": "B09WY7KNYZ"},
{"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)"},
{"price": "$7.59"},
{"bullet_list": "\u3010Safe material\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \u3010Stylish & versatile design\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \u3010Skid resistance&Large capacity\u30113.94 \u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \u3010Waterproof&Multifunctional\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \u3010Satisfaction guarantee\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Beige"}],
"promotion_items": [{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...", "asin": "B0CY9FDJ4J", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)", "asin": "B0DPJSRR76", "price": "$6.99", "quantity": ""},
{"title": "Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\u00b0Rotating Office Acces...", "asin": "B0CY9FWV19", "price": "$7.99", "quantity": ""},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\u00d73.14inch (Grey)", "asin": "B0C789HMSC", "price": "$9.99", "quantity": ""},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\uff08Green\uff09", "asin": "B0C5M4FXD3", "price": "$7.99", "quantity": ""},
{"title": "Creative Design Silicone Pen and Pencil Holder (White)", "asin": "B077ZW7ZDW", "price": "$12.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...", "asin": "B092YMVJ96", "price": "$8.99", "quantity": ""},
{"title": "2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...", "asin": "B07YJHJ79X", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...", "asin": "B0CSZC5LN2", "price": "$27.00", "quantity": ""},
{"title": "Dacasso Classic Leather Mat Desk pad, 34\" x 20\", Chocolate Brown", "asin": "B001F4OOR0", "price": "$143.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\u00d73.14inch (Blue)", "asin": "B0C789YPVZ", "price": "$12.99", "quantity": ""},
{"title": "Knight Pen Holder Desk Organizers and Accessories Desk Decor Resin Pen Holder as Gi...", "asin": "B07PJ7CLVY", "price": "$27.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)", "asin": "B0DPJSRR76", "price": "$6.99", "quantity": ""},
{"title": "Acrylic Sticky Note Holder, 3 x 3 Crystal Clear Acrylic Notepad Holder Acrylic Sticky Note Dispenser for Dorm Room and Office Desk Organizer", "asin": "B0CH7S6C93", "price": "$7.99", "quantity": ""},
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige", "asin": "B0C9ZHWC9K", "price": "$9.98", "quantity": ""},
{"title": "YSAGi Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Waterproof Laptop Desk Writing Pad for Office and Home (23.6\" x 13.8\", Eggshell)", "asin": "/promo/A2SEN3R4Z8MFIW", "price": "$9.99", "quantity": ""},
{"title": "Acrylic Sticky Note Holder Self Stick Note Pad Holder for Classroom Office Desk Organizer", "asin": "B0DJP165YW", "price": "$6.99", "quantity": ""},
{"title": "Ddaowanx Gel Pens, 6 Pcs 0.5mm Quick Dry Black Ink Pens Fine Point Smooth Writing Pens, Cute Office School Supplies Gifts for Women", "asin": "B0C9W8DD9S", "price": "$8.99", "quantity": ""},
{"title": "Leadiy Acrylic Coaster Decorative Plates, Irregular Bar Drink Coaster, Clear Cloud Shape Coffee Cup Coaster, Perfect for Tabletop Protection and Accessories Display.(Clear)", "asin": "B0C6LVPPC2", "price": "$5.99", "quantity": ""}],
"comparison_items": [{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B09WY7KNYZ", "price": "$7.59"},
{"title": "minimaliving\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B0CY9FDJ4J", "price": "$6.99"},
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59"},
{"title": "KIBAGA\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup", "asin": "B0BYNWYK8C", "price": "$8.99"},
{"title": "HighHerz\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)", "asin": "B0DNF9K887", "price": "$5.99"},
{"title": "WOODWORD\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor", "asin": "B0D45B1ZZP", "price": "$9.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-07T09:38:27.883Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:31:53.789Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n{\"timestamp\": \"2025-05-07T09:37:15.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:19.851Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:22.256Z\", \"action\": \"purchase\", \"action_argument\": \"B09WY7KNYZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:38:02.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:17.591Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:19.895Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:21.597Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:27.883Z\", \"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\": \"2025-05-07T09:38:40.594Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
{"timestamp": "2025-05-07T09:37:15.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:19.851Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:22.256Z", "action": "purchase", "action_argument": "B09WY7KNYZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:38:02.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:17.591Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:19.895Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:21.597Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:27.883Z", "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": "2025-05-07T09:38:40.594Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-07T09:38:40.594Z
|
click
|
other
|
rule
|
2025-05-07T09:38:40.594Z
|
click
|
other
|
train
| 609 |
2025-05-07T09:38:40.594Z
|
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": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
{"timestamp": "2025-05-07T09:37:15.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:19.851Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:22.256Z", "action": "purchase", "action_argument": "B09WY7KNYZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:38:02.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:17.591Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:19.895Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:21.597Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:27.883Z", "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": "2025-05-07T09:38:40.594Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:31:53.789Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n{\"timestamp\": \"2025-05-07T09:37:15.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:19.851Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:22.256Z\", \"action\": \"purchase\", \"action_argument\": \"B09WY7KNYZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:38:02.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:17.591Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:19.895Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:21.597Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:27.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-07T09:38:40.594Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BK5BQ8KD\"},\n{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\"},\n{\"price\": \"$16.99\"},\n{\"bullet_list\": \"wood HIGH QUALITY: Adopts natural black walnut solid wood material, sturdy and durable. With fine craftsmanship, after manual polishing,the surface is treated with wood wax oil, gives you a very smooth and comfortable feeling LARGE CAPACITY: Its size 3.15x 3.15x 4.33inches (8 x 8 x 11cm),weight is about 200g(0.44ib), easily accommodate various pencils, makeup brushes, paint brushes and more. Ideal for students, teachers, artists, office staff, etc. WIDELY USE: This simple pen holder container can be used for students stationery/office supplies, makeup tools and small household items. Ideal for bathroom, bedroom, kitchen, dorm, checkout counter, office desk, etc. NEAT AND CLEAN: Choosing this multifunctional desktop storage holder to organize bedroom, dresser countertop, office, dorm desk, make everything well organised BEST GIFTS: The creative design and style with comfortable texture will ensure its practicability and popularity among students or adults, also a perfect choice as a gift.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Square Shape\"}],\n\"promotion_items\": [{\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Acacia Wooden Pen Pencil Holder for Desk, Multi-purpose Pencil Cup for Office/Schoo...\", \"asin\": \"B0DZCJ5QWJ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Wooden Pen Holder for Desk, Multi-Functional Pen Cup Pencil Holder for Office Schoo...\", \"asin\": \"B0DHNG58GQ\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Ludato Desk Organizers Pen Holder for Desk, 4 Compartments Black Mesh Pen Holder Storage for Office Desk Accessories\", \"asin\": \"B0D97PHQ6L\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Buqoo 3PCS Walnut Wood Desk Organizer with 4 x 4 in Sticky Note Holder and Tape Dispenser & Wooden Pen Holder for Office Desk Accessories for Men or Women & School N Home Office Supplies for Desk\", \"asin\": \"B0DMZSVVSW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...\", \"asin\": \"B081SPWBZ7\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"6 Cup Splicing Clips Pen Holder, Modular 65\\u00b0 Desk Organizer for Markers, Pencils, a...\", \"asin\": \"B0DXPC2SQ6\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...\", \"asin\": \"B073VJ7K24\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Mie Creations Geometric Wooden Pencil Holder for Desk Table | Wood Pen Cup Stand for Office, Cute Desktop Organizer for Makeup Brushes, Stationery Decor | Rustic Mothers Day Gifts for Mom- Brown 4''\", \"asin\": \"B0BHWSNV8L\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...\", \"asin\": \"B07ZVDCF3P\", \"price\": \"$13.59\", \"quantity\": \"\"},\n{\"title\": \"Buqoo 3PCS Walnut Wood Desk Organizer with 4 x 4 in Sticky Note Holder and Tape Dispenser & Wooden Pen Holder for Office Desk Accessories for Men or Women & School N Home Office Supplies for Desk\", \"asin\": \"B0DMZSVVSW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Desk Supplies Organizer, Multi-Functional Pencil Pen Holder with Wireless Charger, Desktop Stationery Organizer, Home Office Supply Storage Box Caddy (Brown)\", \"asin\": \"B09485TCHN\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...\", \"asin\": \"B092YMVJ96\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Mi...\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\", \"quantity\": \"\"},\n{\"title\": \"Desk Supplies Organizer, Multi-Functional Pencil Pen Holder with Wireless Charger, Desktop Stationery Organizer, Home Office Supply Storage Box Caddy (Brown)\", \"asin\": \"B09485TCHN\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Mi...\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\", \"quantity\": \"\"},\n{\"title\": \"Buqoo North American Walnut Wood Sticky Note Holder, Self Stick Note Pad Holder, 4 x 4 inch Post It Note Dispenser Desk Organizer Suitable for Home School Business Elites Office Desk Accessories\", \"asin\": \"B0DZBHWRP7\", \"price\": \"$21.98\", \"quantity\": \"\"},\n{\"title\": \"MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3\", \"asin\": \"B089XXKN5M\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Mie Creations Geometric Wooden Pencil Holder for Desk Table | Wood Pen Cup Stand for Office, Cute Desktop Organizer for Makeup Brushes, Stationery Decor | Rustic Mothers Day Gifts for Mom- Brown 4''\", \"asin\": \"B0BHWSNV8L\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...\", \"asin\": \"B073VJ7K24\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Soseelnee\\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\"},\n{\"title\": \"Soseelnee\\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Square Shape)\", \"asin\": \"B0BK5BMGYF\", \"price\": \"$15.99\"},\n{\"title\": \"Sokelinn-six\\u00a0Walnut Wood Pen Holder, Wooden Pencil Holder Cups, Desktop Writing Stationary Organizer Office School Supplies GIfts\", \"asin\": \"B0B78CLY28\", \"price\": \"$16.99\"},\n{\"title\": \"Toyvian\\u00a0Wooden Pen Box Multiple-Use Desk Organizer Eco Natural Wood Storage Box (Black Walnut)\", \"asin\": \"B07P95SV1T\", \"price\": \"$15.59\"},\n{\"title\": \"Kaizuca\\u00a0Wooden Pencil Holder, Stationery Organizer, Square Pen Cup Holder, Black Walnut Wood, Handwork, Desk Decoration, for Stationery, Make up Brushes, Desks, Offices (Brown)\", \"asin\": \"B09WR8DSSW\", \"price\": \"$4.99\"},\n{\"title\": \"MyGift\\u00a0Set of 2 Natural Grain Wood Desktop Pen Holder Pencil Holder Cup, Office Dorm Home Desk Supplies Organizer\", \"asin\": \"B01LYC5HNO\", \"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\": \"2025-05-07T09:38:46.260Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
{"timestamp": "2025-05-07T09:37:15.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:19.851Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:22.256Z", "action": "purchase", "action_argument": "B09WY7KNYZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:38:02.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:17.591Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:19.895Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:21.597Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:27.883Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-07T09:38:40.594Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"}],
"product_details": [{"asin": "B0BK5BQ8KD"},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)"},
{"price": "$16.99"},
{"bullet_list": "wood HIGH QUALITY: Adopts natural black walnut solid wood material, sturdy and durable. With fine craftsmanship, after manual polishing,the surface is treated with wood wax oil, gives you a very smooth and comfortable feeling LARGE CAPACITY: Its size 3.15x 3.15x 4.33inches (8 x 8 x 11cm),weight is about 200g(0.44ib), easily accommodate various pencils, makeup brushes, paint brushes and more. Ideal for students, teachers, artists, office staff, etc. WIDELY USE: This simple pen holder container can be used for students stationery/office supplies, makeup tools and small household items. Ideal for bathroom, bedroom, kitchen, dorm, checkout counter, office desk, etc. NEAT AND CLEAN: Choosing this multifunctional desktop storage holder to organize bedroom, dresser countertop, office, dorm desk, make everything well organised BEST GIFTS: The creative design and style with comfortable texture will ensure its practicability and popularity among students or adults, also a perfect choice as a gift."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Square Shape"}],
"promotion_items": [{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
{"title": "Acacia Wooden Pen Pencil Holder for Desk, Multi-purpose Pencil Cup for Office/Schoo...", "asin": "B0DZCJ5QWJ", "price": "$9.99", "quantity": ""},
{"title": "Wooden Pen Holder for Desk, Multi-Functional Pen Cup Pencil Holder for Office Schoo...", "asin": "B0DHNG58GQ", "price": "$15.99", "quantity": ""},
{"title": "Ludato Desk Organizers Pen Holder for Desk, 4 Compartments Black Mesh Pen Holder Storage for Office Desk Accessories", "asin": "B0D97PHQ6L", "price": "$12.99", "quantity": ""},
{"title": "Buqoo 3PCS Walnut Wood Desk Organizer with 4 x 4 in Sticky Note Holder and Tape Dispenser & Wooden Pen Holder for Office Desk Accessories for Men or Women & School N Home Office Supplies for Desk", "asin": "B0DMZSVVSW", "price": "$32.99", "quantity": ""},
{"title": "Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...", "asin": "B081SPWBZ7", "price": "$12.99", "quantity": ""},
{"title": "6 Cup Splicing Clips Pen Holder, Modular 65\u00b0 Desk Organizer for Markers, Pencils, a...", "asin": "B0DXPC2SQ6", "price": "$17.99", "quantity": ""},
{"title": "Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...", "asin": "B073VJ7K24", "price": "$7.99", "quantity": ""},
{"title": "Mie Creations Geometric Wooden Pencil Holder for Desk Table | Wood Pen Cup Stand for Office, Cute Desktop Organizer for Makeup Brushes, Stationery Decor | Rustic Mothers Day Gifts for Mom- Brown 4''", "asin": "B0BHWSNV8L", "price": "$16.99", "quantity": ""},
{"title": "Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...", "asin": "B07ZVDCF3P", "price": "$13.59", "quantity": ""},
{"title": "Buqoo 3PCS Walnut Wood Desk Organizer with 4 x 4 in Sticky Note Holder and Tape Dispenser & Wooden Pen Holder for Office Desk Accessories for Men or Women & School N Home Office Supplies for Desk", "asin": "B0DMZSVVSW", "price": "$32.99", "quantity": ""},
{"title": "Desk Supplies Organizer, Multi-Functional Pencil Pen Holder with Wireless Charger, Desktop Stationery Organizer, Home Office Supply Storage Box Caddy (Brown)", "asin": "B09485TCHN", "price": "$32.99", "quantity": ""},
{"title": "Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...", "asin": "B092YMVJ96", "price": "$8.99", "quantity": ""},
{"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Mi...", "asin": "B09WY7KNYZ", "price": "$7.59", "quantity": ""},
{"title": "Desk Supplies Organizer, Multi-Functional Pencil Pen Holder with Wireless Charger, Desktop Stationery Organizer, Home Office Supply Storage Box Caddy (Brown)", "asin": "B09485TCHN", "price": "$32.99", "quantity": ""},
{"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Mi...", "asin": "B09WY7KNYZ", "price": "$7.59", "quantity": ""},
{"title": "Buqoo North American Walnut Wood Sticky Note Holder, Self Stick Note Pad Holder, 4 x 4 inch Post It Note Dispenser Desk Organizer Suitable for Home School Business Elites Office Desk Accessories", "asin": "B0DZBHWRP7", "price": "$21.98", "quantity": ""},
{"title": "MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3", "asin": "B089XXKN5M", "price": "$25.99", "quantity": ""},
{"title": "Mie Creations Geometric Wooden Pencil Holder for Desk Table | Wood Pen Cup Stand for Office, Cute Desktop Organizer for Makeup Brushes, Stationery Decor | Rustic Mothers Day Gifts for Mom- Brown 4''", "asin": "B0BHWSNV8L", "price": "$16.99", "quantity": ""},
{"title": "Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...", "asin": "B073VJ7K24", "price": "$7.99", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""}],
"comparison_items": [{"title": "Soseelnee\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99"},
{"title": "Soseelnee\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Square Shape)", "asin": "B0BK5BMGYF", "price": "$15.99"},
{"title": "Sokelinn-six\u00a0Walnut Wood Pen Holder, Wooden Pencil Holder Cups, Desktop Writing Stationary Organizer Office School Supplies GIfts", "asin": "B0B78CLY28", "price": "$16.99"},
{"title": "Toyvian\u00a0Wooden Pen Box Multiple-Use Desk Organizer Eco Natural Wood Storage Box (Black Walnut)", "asin": "B07P95SV1T", "price": "$15.59"},
{"title": "Kaizuca\u00a0Wooden Pencil Holder, Stationery Organizer, Square Pen Cup Holder, Black Walnut Wood, Handwork, Desk Decoration, for Stationery, Make up Brushes, Desks, Offices (Brown)", "asin": "B09WR8DSSW", "price": "$4.99"},
{"title": "MyGift\u00a0Set of 2 Natural Grain Wood Desktop Pen Holder Pencil Holder Cup, Office Dorm Home Desk Supplies Organizer", "asin": "B01LYC5HNO", "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": "2025-05-07T09:38:46.260Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-07T09:38:46.260Z
|
click
|
product_option
|
rule
|
2025-05-07T09:38:46.260Z
|
click
|
product_option
|
train
| 610 |
2025-05-07T09:38:46.260Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
{"timestamp": "2025-05-07T09:37:15.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:19.851Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:22.256Z", "action": "purchase", "action_argument": "B09WY7KNYZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:38:02.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:17.591Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:19.895Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:21.597Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:27.883Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-07T09:38:40.594Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"}],
"product_details": [{"asin": "B0BK5BQ8KD"},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)"},
{"price": "$16.99"},
{"bullet_list": "wood HIGH QUALITY: Adopts natural black walnut solid wood material, sturdy and durable. With fine craftsmanship, after manual polishing,the surface is treated with wood wax oil, gives you a very smooth and comfortable feeling LARGE CAPACITY: Its size 3.15x 3.15x 4.33inches (8 x 8 x 11cm),weight is about 200g(0.44ib), easily accommodate various pencils, makeup brushes, paint brushes and more. Ideal for students, teachers, artists, office staff, etc. WIDELY USE: This simple pen holder container can be used for students stationery/office supplies, makeup tools and small household items. Ideal for bathroom, bedroom, kitchen, dorm, checkout counter, office desk, etc. NEAT AND CLEAN: Choosing this multifunctional desktop storage holder to organize bedroom, dresser countertop, office, dorm desk, make everything well organised BEST GIFTS: The creative design and style with comfortable texture will ensure its practicability and popularity among students or adults, also a perfect choice as a gift."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Square Shape"}],
"promotion_items": [{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
{"title": "Acacia Wooden Pen Pencil Holder for Desk, Multi-purpose Pencil Cup for Office/Schoo...", "asin": "B0DZCJ5QWJ", "price": "$9.99", "quantity": ""},
{"title": "Wooden Pen Holder for Desk, Multi-Functional Pen Cup Pencil Holder for Office Schoo...", "asin": "B0DHNG58GQ", "price": "$15.99", "quantity": ""},
{"title": "Ludato Desk Organizers Pen Holder for Desk, 4 Compartments Black Mesh Pen Holder Storage for Office Desk Accessories", "asin": "B0D97PHQ6L", "price": "$12.99", "quantity": ""},
{"title": "Buqoo 3PCS Walnut Wood Desk Organizer with 4 x 4 in Sticky Note Holder and Tape Dispenser & Wooden Pen Holder for Office Desk Accessories for Men or Women & School N Home Office Supplies for Desk", "asin": "B0DMZSVVSW", "price": "$32.99", "quantity": ""},
{"title": "Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...", "asin": "B081SPWBZ7", "price": "$12.99", "quantity": ""},
{"title": "6 Cup Splicing Clips Pen Holder, Modular 65\u00b0 Desk Organizer for Markers, Pencils, a...", "asin": "B0DXPC2SQ6", "price": "$17.99", "quantity": ""},
{"title": "Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...", "asin": "B073VJ7K24", "price": "$7.99", "quantity": ""},
{"title": "Mie Creations Geometric Wooden Pencil Holder for Desk Table | Wood Pen Cup Stand for Office, Cute Desktop Organizer for Makeup Brushes, Stationery Decor | Rustic Mothers Day Gifts for Mom- Brown 4''", "asin": "B0BHWSNV8L", "price": "$16.99", "quantity": ""},
{"title": "Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...", "asin": "B07ZVDCF3P", "price": "$13.59", "quantity": ""},
{"title": "Buqoo 3PCS Walnut Wood Desk Organizer with 4 x 4 in Sticky Note Holder and Tape Dispenser & Wooden Pen Holder for Office Desk Accessories for Men or Women & School N Home Office Supplies for Desk", "asin": "B0DMZSVVSW", "price": "$32.99", "quantity": ""},
{"title": "Desk Supplies Organizer, Multi-Functional Pencil Pen Holder with Wireless Charger, Desktop Stationery Organizer, Home Office Supply Storage Box Caddy (Brown)", "asin": "B09485TCHN", "price": "$32.99", "quantity": ""},
{"title": "Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...", "asin": "B092YMVJ96", "price": "$8.99", "quantity": ""},
{"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Mi...", "asin": "B09WY7KNYZ", "price": "$7.59", "quantity": ""},
{"title": "Desk Supplies Organizer, Multi-Functional Pencil Pen Holder with Wireless Charger, Desktop Stationery Organizer, Home Office Supply Storage Box Caddy (Brown)", "asin": "B09485TCHN", "price": "$32.99", "quantity": ""},
{"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Mi...", "asin": "B09WY7KNYZ", "price": "$7.59", "quantity": ""},
{"title": "Buqoo North American Walnut Wood Sticky Note Holder, Self Stick Note Pad Holder, 4 x 4 inch Post It Note Dispenser Desk Organizer Suitable for Home School Business Elites Office Desk Accessories", "asin": "B0DZBHWRP7", "price": "$21.98", "quantity": ""},
{"title": "MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3", "asin": "B089XXKN5M", "price": "$25.99", "quantity": ""},
{"title": "Mie Creations Geometric Wooden Pencil Holder for Desk Table | Wood Pen Cup Stand for Office, Cute Desktop Organizer for Makeup Brushes, Stationery Decor | Rustic Mothers Day Gifts for Mom- Brown 4''", "asin": "B0BHWSNV8L", "price": "$16.99", "quantity": ""},
{"title": "Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...", "asin": "B073VJ7K24", "price": "$7.99", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""}],
"comparison_items": [{"title": "Soseelnee\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99"},
{"title": "Soseelnee\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Square Shape)", "asin": "B0BK5BMGYF", "price": "$15.99"},
{"title": "Sokelinn-six\u00a0Walnut Wood Pen Holder, Wooden Pencil Holder Cups, Desktop Writing Stationary Organizer Office School Supplies GIfts", "asin": "B0B78CLY28", "price": "$16.99"},
{"title": "Toyvian\u00a0Wooden Pen Box Multiple-Use Desk Organizer Eco Natural Wood Storage Box (Black Walnut)", "asin": "B07P95SV1T", "price": "$15.59"},
{"title": "Kaizuca\u00a0Wooden Pencil Holder, Stationery Organizer, Square Pen Cup Holder, Black Walnut Wood, Handwork, Desk Decoration, for Stationery, Make up Brushes, Desks, Offices (Brown)", "asin": "B09WR8DSSW", "price": "$4.99"},
{"title": "MyGift\u00a0Set of 2 Natural Grain Wood Desktop Pen Holder Pencil Holder Cup, Office Dorm Home Desk Supplies Organizer", "asin": "B01LYC5HNO", "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": "2025-05-07T09:38:46.260Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:31:53.789Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n{\"timestamp\": \"2025-05-07T09:37:15.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:19.851Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:22.256Z\", \"action\": \"purchase\", \"action_argument\": \"B09WY7KNYZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:38:02.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:17.591Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:19.895Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:21.597Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:27.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-07T09:38:40.594Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:38:46.260Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BK5BMGYF\"},\n{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Square Shape)\"},\n{\"price\": \"$15.99\"},\n{\"bullet_list\": \"wood HIGH QUALITY: Adopts natural black walnut solid wood material, sturdy and durable. With fine craftsmanship, after manual polishing,the surface is treated with wood wax oil, gives you a very smooth and comfortable feeling LARGE CAPACITY: Its size 3.15x 3.15x 4.33inches (8 x 8 x 11cm),weight is about 200g(0.44ib), easily accommodate various pencils, makeup brushes, paint brushes and more. Ideal for students, teachers, artists, office staff, etc. WIDELY USE: This simple pen holder container can be used for students stationery/office supplies, makeup tools and small household items. Ideal for bathroom, bedroom, kitchen, dorm, checkout counter, office desk, etc. NEAT AND CLEAN: Choosing this multifunctional desktop storage holder to organize bedroom, dresser countertop, office, dorm desk, make everything well organised BEST GIFTS: The creative design and style with comfortable texture will ensure its practicability and popularity among students or adults, also a perfect choice as a gift.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Square Shape\"}],\n\"promotion_items\": [{\"title\": \"Toyvian Wooden Pen Box Multiple-Use Desk Organizer Eco Natural Wood Storage Box (Black Walnut)\", \"asin\": \"B07P95SV1T\", \"price\": \"$15.59\", \"quantity\": \"\"},\n{\"title\": \"Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...\", \"asin\": \"B081SPWBZ7\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Mi...\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\", \"quantity\": \"\"},\n{\"title\": \"Brown Walnut Wooden Pencil Box, Natural Wood Pen Holder Storage Box, Geometric Desk...\", \"asin\": \"B0DH1ZNXJW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Caddy Stand, Durable Vintage Rustic Box For Desktop Men Supplies Accessories Stationery Makeup Brushes Offices Decoration\", \"asin\": \"B0DM4R9H5Z\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Acacia Wooden Pen Pencil Holder for Desk, Multi-purpose Pencil Cup for Office/Schoo...\", \"asin\": \"B0DZCJ5QWJ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Wooden Pen Holder for Desk, Multi-Functional Pen Cup Pencil Holder for Office Schoo...\", \"asin\": \"B0DHNKPMJ6\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Flexzion Rustic Wooden Pencil Holder for Office - 3 Compartments - Desk and Table Storage Organizer - Multifunctional Remote Control Holder for Home, School and Office\", \"asin\": \"B07M9NGDLG\", \"price\": \"$11.95\", \"quantity\": \"\"},\n{\"title\": \"Wood Business Card Holder, Tabletop Walnut Name Card Holder, Office Desktop Wooden ...\", \"asin\": \"B08F78N12J\", \"price\": \"$11.59\", \"quantity\": \"\"},\n{\"title\": \"Walnut Wood Pen Holder, Wooden Pencil Holder Cups, Desktop Writing Stationary Organizer Office School Supplies GIfts\", \"asin\": \"B0B78CLY28\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Oak Solid Wood Pen &Pencil Holder for Desk, Office Stationery Organizer, Table Penc...\", \"asin\": \"B0CSYVX999\", \"price\": \"$19.89\", \"quantity\": \"\"},\n{\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...\", \"asin\": \"B073VJ7K24\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Mi...\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Soseelnee\\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Square Shape)\", \"asin\": \"B0BK5BMGYF\", \"price\": \"$15.99\"},\n{\"title\": \"Soseelnee\\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\"},\n{\"title\": \"Toyvian\\u00a0Wooden Pen Box Multiple-Use Desk Organizer Eco Natural Wood Storage Box (Black Walnut)\", \"asin\": \"B07P95SV1T\", \"price\": \"$15.59\"},\n{\"title\": \"YOYAI\\u00a0Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder Simple(Cherry center walnut side)\", \"asin\": \"B07ZVDCF3P\", \"price\": \"$13.59\"},\n{\"title\": \"MyGift\\u00a0Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3\", \"asin\": \"B089XXKN5M\", \"price\": \"$25.99\"},\n{\"title\": \"YOSCO\\u00a0Bamboo Wood Pen Holder Stand for Desk Geometric Pencil Cup Pot Cute Desktop Office Supplies, Makeup Brushes Organizer (Bamboo)\", \"asin\": \"B08BX11SZV\", \"price\": \"$8.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:38:48.632Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
{"timestamp": "2025-05-07T09:37:15.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:19.851Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:22.256Z", "action": "purchase", "action_argument": "B09WY7KNYZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:38:02.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:17.591Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:19.895Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:21.597Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:27.883Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-07T09:38:40.594Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:38:46.260Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"}],
"product_details": [{"asin": "B0BK5BMGYF"},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Square Shape)"},
{"price": "$15.99"},
{"bullet_list": "wood HIGH QUALITY: Adopts natural black walnut solid wood material, sturdy and durable. With fine craftsmanship, after manual polishing,the surface is treated with wood wax oil, gives you a very smooth and comfortable feeling LARGE CAPACITY: Its size 3.15x 3.15x 4.33inches (8 x 8 x 11cm),weight is about 200g(0.44ib), easily accommodate various pencils, makeup brushes, paint brushes and more. Ideal for students, teachers, artists, office staff, etc. WIDELY USE: This simple pen holder container can be used for students stationery/office supplies, makeup tools and small household items. Ideal for bathroom, bedroom, kitchen, dorm, checkout counter, office desk, etc. NEAT AND CLEAN: Choosing this multifunctional desktop storage holder to organize bedroom, dresser countertop, office, dorm desk, make everything well organised BEST GIFTS: The creative design and style with comfortable texture will ensure its practicability and popularity among students or adults, also a perfect choice as a gift."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Square Shape"}],
"promotion_items": [{"title": "Toyvian Wooden Pen Box Multiple-Use Desk Organizer Eco Natural Wood Storage Box (Black Walnut)", "asin": "B07P95SV1T", "price": "$15.59", "quantity": ""},
{"title": "Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...", "asin": "B081SPWBZ7", "price": "$12.99", "quantity": ""},
{"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Mi...", "asin": "B09WY7KNYZ", "price": "$7.59", "quantity": ""},
{"title": "Brown Walnut Wooden Pencil Box, Natural Wood Pen Holder Storage Box, Geometric Desk...", "asin": "B0DH1ZNXJW", "price": "$9.99", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Caddy Stand, Durable Vintage Rustic Box For Desktop Men Supplies Accessories Stationery Makeup Brushes Offices Decoration", "asin": "B0DM4R9H5Z", "price": "$9.99", "quantity": ""},
{"title": "Acacia Wooden Pen Pencil Holder for Desk, Multi-purpose Pencil Cup for Office/Schoo...", "asin": "B0DZCJ5QWJ", "price": "$9.99", "quantity": ""},
{"title": "Wooden Pen Holder for Desk, Multi-Functional Pen Cup Pencil Holder for Office Schoo...", "asin": "B0DHNKPMJ6", "price": "$14.99", "quantity": ""},
{"title": "Flexzion Rustic Wooden Pencil Holder for Office - 3 Compartments - Desk and Table Storage Organizer - Multifunctional Remote Control Holder for Home, School and Office", "asin": "B07M9NGDLG", "price": "$11.95", "quantity": ""},
{"title": "Wood Business Card Holder, Tabletop Walnut Name Card Holder, Office Desktop Wooden ...", "asin": "B08F78N12J", "price": "$11.59", "quantity": ""},
{"title": "Walnut Wood Pen Holder, Wooden Pencil Holder Cups, Desktop Writing Stationary Organizer Office School Supplies GIfts", "asin": "B0B78CLY28", "price": "$16.99", "quantity": ""},
{"title": "Oak Solid Wood Pen &Pencil Holder for Desk, Office Stationery Organizer, Table Penc...", "asin": "B0CSYVX999", "price": "$19.89", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
{"title": "Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...", "asin": "B073VJ7K24", "price": "$7.99", "quantity": ""},
{"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Mi...", "asin": "B09WY7KNYZ", "price": "$7.59", "quantity": ""}],
"comparison_items": [{"title": "Soseelnee\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Square Shape)", "asin": "B0BK5BMGYF", "price": "$15.99"},
{"title": "Soseelnee\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99"},
{"title": "Toyvian\u00a0Wooden Pen Box Multiple-Use Desk Organizer Eco Natural Wood Storage Box (Black Walnut)", "asin": "B07P95SV1T", "price": "$15.59"},
{"title": "YOYAI\u00a0Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder Simple(Cherry center walnut side)", "asin": "B07ZVDCF3P", "price": "$13.59"},
{"title": "MyGift\u00a0Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3", "asin": "B089XXKN5M", "price": "$25.99"},
{"title": "YOSCO\u00a0Bamboo Wood Pen Holder Stand for Desk Geometric Pencil Cup Pot Cute Desktop Office Supplies, Makeup Brushes Organizer (Bamboo)", "asin": "B08BX11SZV", "price": "$8.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-07T09:38:48.632Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-07T09:38:48.632Z
|
purchase
|
B0BK5BMGYF
|
rule
|
2025-05-07T09:38:48.632Z
|
purchase
|
B0BK5BMGYF
|
train
| 611 |
2025-05-07T09:38:48.632Z
|
purchase
|
B0BK5BMGYF
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
{"timestamp": "2025-05-07T09:37:15.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:19.851Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:22.256Z", "action": "purchase", "action_argument": "B09WY7KNYZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:38:02.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:17.591Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:19.895Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:21.597Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:27.883Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-07T09:38:40.594Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:38:46.260Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"}],
"product_details": [{"asin": "B0BK5BMGYF"},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Square Shape)"},
{"price": "$15.99"},
{"bullet_list": "wood HIGH QUALITY: Adopts natural black walnut solid wood material, sturdy and durable. With fine craftsmanship, after manual polishing,the surface is treated with wood wax oil, gives you a very smooth and comfortable feeling LARGE CAPACITY: Its size 3.15x 3.15x 4.33inches (8 x 8 x 11cm),weight is about 200g(0.44ib), easily accommodate various pencils, makeup brushes, paint brushes and more. Ideal for students, teachers, artists, office staff, etc. WIDELY USE: This simple pen holder container can be used for students stationery/office supplies, makeup tools and small household items. Ideal for bathroom, bedroom, kitchen, dorm, checkout counter, office desk, etc. NEAT AND CLEAN: Choosing this multifunctional desktop storage holder to organize bedroom, dresser countertop, office, dorm desk, make everything well organised BEST GIFTS: The creative design and style with comfortable texture will ensure its practicability and popularity among students or adults, also a perfect choice as a gift."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Square Shape"}],
"promotion_items": [{"title": "Toyvian Wooden Pen Box Multiple-Use Desk Organizer Eco Natural Wood Storage Box (Black Walnut)", "asin": "B07P95SV1T", "price": "$15.59", "quantity": ""},
{"title": "Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...", "asin": "B081SPWBZ7", "price": "$12.99", "quantity": ""},
{"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Mi...", "asin": "B09WY7KNYZ", "price": "$7.59", "quantity": ""},
{"title": "Brown Walnut Wooden Pencil Box, Natural Wood Pen Holder Storage Box, Geometric Desk...", "asin": "B0DH1ZNXJW", "price": "$9.99", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Caddy Stand, Durable Vintage Rustic Box For Desktop Men Supplies Accessories Stationery Makeup Brushes Offices Decoration", "asin": "B0DM4R9H5Z", "price": "$9.99", "quantity": ""},
{"title": "Acacia Wooden Pen Pencil Holder for Desk, Multi-purpose Pencil Cup for Office/Schoo...", "asin": "B0DZCJ5QWJ", "price": "$9.99", "quantity": ""},
{"title": "Wooden Pen Holder for Desk, Multi-Functional Pen Cup Pencil Holder for Office Schoo...", "asin": "B0DHNKPMJ6", "price": "$14.99", "quantity": ""},
{"title": "Flexzion Rustic Wooden Pencil Holder for Office - 3 Compartments - Desk and Table Storage Organizer - Multifunctional Remote Control Holder for Home, School and Office", "asin": "B07M9NGDLG", "price": "$11.95", "quantity": ""},
{"title": "Wood Business Card Holder, Tabletop Walnut Name Card Holder, Office Desktop Wooden ...", "asin": "B08F78N12J", "price": "$11.59", "quantity": ""},
{"title": "Walnut Wood Pen Holder, Wooden Pencil Holder Cups, Desktop Writing Stationary Organizer Office School Supplies GIfts", "asin": "B0B78CLY28", "price": "$16.99", "quantity": ""},
{"title": "Oak Solid Wood Pen &Pencil Holder for Desk, Office Stationery Organizer, Table Penc...", "asin": "B0CSYVX999", "price": "$19.89", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
{"title": "Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...", "asin": "B073VJ7K24", "price": "$7.99", "quantity": ""},
{"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Mi...", "asin": "B09WY7KNYZ", "price": "$7.59", "quantity": ""}],
"comparison_items": [{"title": "Soseelnee\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Square Shape)", "asin": "B0BK5BMGYF", "price": "$15.99"},
{"title": "Soseelnee\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99"},
{"title": "Toyvian\u00a0Wooden Pen Box Multiple-Use Desk Organizer Eco Natural Wood Storage Box (Black Walnut)", "asin": "B07P95SV1T", "price": "$15.59"},
{"title": "YOYAI\u00a0Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder Simple(Cherry center walnut side)", "asin": "B07ZVDCF3P", "price": "$13.59"},
{"title": "MyGift\u00a0Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3", "asin": "B089XXKN5M", "price": "$25.99"},
{"title": "YOSCO\u00a0Bamboo Wood Pen Holder Stand for Desk Geometric Pencil Cup Pot Cute Desktop Office Supplies, Makeup Brushes Organizer (Bamboo)", "asin": "B08BX11SZV", "price": "$8.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-07T09:38:48.632Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:39:19.485Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T20:39:19.485Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-09T20:39:19.485Z
|
click
|
search
|
rule
|
2025-04-09T20:39:19.485Z
|
click
|
search
|
train
| 612 |
2025-04-09T20:39:19.485Z
|
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|>
<|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": "2025-04-09T20:39:19.485Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"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\": \"kit kat\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:39:22.339Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "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": "kit kat"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T20:39:22.339Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-09T20:39:22.339Z
|
click
|
search
|
rule
|
2025-04-09T20:39:22.339Z
|
click
|
search
|
train
| 613 |
2025-04-09T20:39:22.339Z
|
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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "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": "kit kat"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T20:39:22.339Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"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\": \"kit kat\"}],\n\"promotion_items\": [{\"title\": \"KitKatBars 6 Pack Variety Bundle Pack, 1.5 Ounce (Pack of 6) Chocolate Candy Bars, 6 Flavors - Vanilla, Dark Chocolate, Duo Mint, Classic, Birthday Cake, White Chocolate\\nAssorted1.5 Ounce (Pack of 6)\", \"asin\": \"B0DN7STM8C\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Tony's Chocolonely Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\\nCacao6 Piece Set\", \"asin\": \"B08PX2V7S8\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Kitkat Candy Bars, 5lb Bag of Mini Chocolate Bars, Ideal Kit Kats in Bulk for Candy Buffets, Gift Baskets, and Office Treats, Perfect Mini Candy Bars for Snacking, Sharing, and Parties\\nChocolate Bars\", \"asin\": \"B0CVJ2B7C5\", \"price\": \"$32.95\", \"quantity\": \"\"},\n{\"title\": \"KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)\\nMilk Chocolate\", \"asin\": \"B0C3T1MR41\", \"price\": \"$24.76\", \"quantity\": \"\"},\n{\"title\": \"Tony's Chocolonely Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\\nSuper Duper Milk Bundle6 Count (Pack of 1)\", \"asin\": \"B07T4TKWWH\", \"price\": \"$27.41\", \"quantity\": \"\"},\n{\"title\": \"51 Japanese Snacks Box 40 Japanese Candy and 10 Japanese KitKat assortment 1 Ramune bottle\", \"asin\": \"B0C4KPSPTX\", \"price\": \"$36.97\", \"quantity\": \"\"},\n{\"title\": \"Tony's Chocolonely Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\\nCacao6 Piece Set\", \"asin\": \"B08PX2V7S8\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Tony's Chocolonely Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\\nSuper Duper Milk Bundle6 Count (Pack of 1)\", \"asin\": \"B07T4TKWWH\", \"price\": \"$27.41\", \"quantity\": \"\"},\n{\"title\": \"Tony's Chocolonely 70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars\\nDark4 Count (Pack of 1)\", \"asin\": \"B087K17C7Q\", \"price\": \"$19.88\", \"quantity\": \"\"},\n{\"title\": \"KitKatBars 6 Pack Variety Bundle Pack, 1.5 Ounce (Pack of 6) Chocolate Candy Bars, 6 Flavors - Vanilla, Dark Chocolate, Duo Mint, Classic, Birthday Cake, White Chocolate\\nAssorted1.5 Ounce (Pack of 6)\", \"asin\": \"B0DN7STM8C\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Kandy Korner Chocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb\", \"asin\": \"B0CVJ3DFP6\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"7th Heaven, Vegan Oat Milk Chocolate Bar Variety Pack, Classic Chocolate, Sea Salt Caramel, Cookies & Cream, Hazelnut Crunch & Peanut Butter Cream (3.5oz Full Size Candy Bars - 5 Packs) - Perfect for Easter Candy, Plant Based Dairy Free Chocolate with Peanut Butter Filling, Fair Trade Cocoa & Coconut Oil, Kosher Parve\\nVariety Pack\", \"asin\": \"B0CGVSP714\", \"price\": \"$39.95\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"KitKatBars 6 Pack Variety Bundle Pack, 1.5 Ounce (Pack of 6) Chocolate Candy Bars, 6 Flavors - Vanilla, Dark Chocolate, Duo Mint, Classic, Birthday Cake, White Chocolate\", \"asin\": \"B0DN7STM8C\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"Kitkat Candy Bars, 5lb Bag of Mini Chocolate Bars, Ideal Kit Kats in Bulk for Candy Buffets, Gift Baskets, and Office Treats, Perfect Mini Candy Bars for Snacking, Sharing, and Parties\", \"asin\": \"B0CVJ2B7C5\", \"price\": \"$32.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"Chocolate Wafer Valentine To & From Bars \\u2013 5 Pounds (Approx. 155 Bars), Individually Wrapped Snack Size\", \"asin\": \"B0DSCBL6JD\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 24 Count Box Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars\", \"asin\": \"B0DJCFPNSF\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"Assorted Individually Wrapped Easter Chocolate Candy Variety Pack of Bulk, Ideal Mix for Easter Baskets, Egg Hunts, Spring Parties, Candy Dishes, Special Occasions and Snacking, Perfect Assortment for Chocolate Lovers - 5lb\", \"asin\": \"B0DNG78JG4\", \"price\": \"$26.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"Milk Chocolate Wafer Snack Size, Candy Pantry Pack, 12.25 oz (25 Pieces)\", \"asin\": \"B09JJYGCDH\", \"price\": \"$9.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Milk Chocolate Wafer Candy Bars, 1.5 oz (36 Count)\", \"asin\": \"B000IXUK2W\", \"price\": \"$33.98\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM Arrives before Easter\"},\n{\"title\": \"Milk Chocolate Wafer Snack Size, Candy Bag, 32.34 oz (66 Pieces)\", \"asin\": \"B077CG8JR8\", \"price\": \"$14.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Easter\"},\n{\"title\": \"KIT KAT and REESE'S Assorted Milk Chocolate Candy Variety Box, 27.3 oz (18 Count)\", \"asin\": \"B005CUK20Q\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter\"},\n{\"title\": \"BIG KAT Milk Chocolate Wafer Candy Bars, 1.5 oz (24 Count)\", \"asin\": \"B07XGMP5D2\", \"price\": \"$23.64\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter\"},\n{\"title\": \"Milk Chocolate Wafer Snack Size, Candy Bag, 10.78 oz\", \"asin\": \"B000T3O8RO\", \"price\": \"$4.99\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n{\"title\": \"Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\", \"asin\": \"B08PX2V7S8\"},\n{\"title\": \"Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\", \"asin\": \"B07T4TKWWH\", \"price\": \"$27.41\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM Arrives before Easter\"},\n{\"title\": \"70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars\", \"asin\": \"B087K17C7Q\", \"price\": \"$19.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"Chocolate Assorted Bulk Candy - 5 LB Chocolate Candy Variety Pack - Bulk Chocolate, Milk Chocolate Candy, Dark Chocolate - Bulk Candy Mix for Candy Bags - Candy - Chocolate Candy Variety Pack (5LBS)\", \"asin\": \"B0CZSG91C3\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM Arrives before Easter\"},\n{\"title\": \"4 Finger, 4x45g, Multipack\", \"asin\": \"B00GMA7F0U\", \"price\": \"$6.65\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate\", \"asin\": \"B0C4KPXVD7\", \"price\": \"$20.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Miniatures Milk Chocolate Wafer Candy Share Pack, 10.1 oz\", \"asin\": \"B07N1X89YD\", \"price\": \"$4.99\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n{\"title\": \"Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size\", \"asin\": \"B0DKMPKP67\", \"price\": \"$12.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Bulk Chocolate Assortment Variety Pack - Chocolate Candy Variety Pack - 5 lb Bag of Mixed Bulk Chocolate, Milk Chocolate, Dark Chocolate, Bars and more! Bulk Candy Mix for Candy Bags - Candy - Chocolate (5 LBS)\", \"asin\": \"B0CLMCDX3Z\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Bar Miniatures 5 Pounds Approx 150 PiecesBulk Candy Individually Wrapped - Chocolate Candy Crisp Wafers in Milk Chocolate, Ideal for Pinata Candy, Office Snacks, Parties, and Holidays - Milk Chocolate Candy Snacks For Adults & Kids\", \"asin\": \"B0CW6J8HRY\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"CRUNCH, Baby Ruth and 100 Grand, Bulk 60 Pack, Assorted Fun Size Chocolate Candy Bars, Stocking Stuffers, 37.2 oz\", \"asin\": \"B09NMX9CGB\", \"price\": \"$14.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter\"},\n{\"title\": \"Kit Kat Chocolate Gift Box \\u2013 Delightful Milk Chocolate Bars in a Elegant Red Box \\u2013 A Sweet Mother\\u2019s Day Gift for Mom, Perfect for Sharing & Celebrating\", \"asin\": \"B0DS6HNRY1\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"KitKat Vegan 4 Finger Organic Plant Based Chocolate Bar 6 Pack 41.5g, Dairy Free Bars, Healthy Chocolate 1.46 Ounce\", \"asin\": \"B0CR6GYPKV\", \"price\": \"$19.01\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"KlT-KAT Milk Chocolate Wafer Snack Size, Candy Bag (2 LB)\", \"asin\": \"B0DF9FSF2K\", \"price\": \"$18.80\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 20 left in stock - order soon.\"},\n{\"title\": \"DUOS Dark Chocolate Mint Wafer Candy Bars, 1.5 oz (24 Count)\", \"asin\": \"B07SFB5PC8\", \"price\": \"$28.39\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"B0DG4YPR4N\", \"price\": \"$13.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Bulk 36 Count, Milk Chocolate and Crisped Rice, Full Size Halloween Candy, 1.55 oz Each\", \"asin\": \"B000V9EIJY\", \"price\": \"$35.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM Arrives before Easter\"},\n{\"title\": \"Top 3 Milk Chocolate Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\", \"asin\": \"B0CHXKJC7C\", \"price\": \"$27.41\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Dark Chocolate Wafer Candy Bars, 1.5 oz (24 Count)\", \"asin\": \"B003GYOFT4\", \"price\": \"$29.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)\", \"asin\": \"B0C3T1MR41\", \"price\": \"$24.76\", \"delivery\": \"$3.99 delivery Fri, Apr 18 Or fastest delivery Mon, Apr 14 Arrives before Easter\"},\n{\"title\": \"Kit KatMiniatures Chocolate Candy - Bite-Sized Milk Chocolate Wafers - Individually Wrapped - Bulk Pack - 1 Pound\", \"asin\": \"B09ZJC2JQB\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"B0BTXW2M9H\", \"price\": \"$18.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"KIT KAT and REESE'S Assorted Milk Chocolate Flavored Candy Party Pack, 33.36 oz\", \"asin\": \"B082YVBLHD\", \"price\": \"$14.84\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"White Creme Wafer Candy Bars, 1.5 oz (24 Count)\", \"asin\": \"B001IZBIRA\", \"price\": \"$19.95\", \"delivery\": \"FREE delivery Apr 15 - 18 Or fastest delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"Kit Kat Bar 4 Finger England (24 Pack)\", \"asin\": \"B000JZHE6Y\", \"price\": \"$28.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"BIG KAT 5 CRISP WAFERS IN MILK CHOCOLATE 1.5 OZ EACH 24 BARS\", \"asin\": \"B086NYCN46\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"KitKat Vegan 4 Finger Organic Plant Based Chocolate Bar 12 Pack 41.5g, Dairy Free Bars, Healthy Chocolate 1.46 Ounce\", \"asin\": \"B0CR6JJRW3\", \"price\": \"$27.27\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"KitKat Chunky Peanut Butter 24 Pieces (1008g)\", \"asin\": \"B00CDZE4P2\", \"price\": \"$38.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Kit KatLemon Crisp Easter Assortment Miniatures, Lemon Flavored Wafers in White Creme Miniature Chocolate Candy Bars - 2 Pounds\", \"asin\": \"B088MGHFVD\", \"price\": \"$24.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Milk Chocolate Wafer Candy Bars, 1.5 oz (6 Count)\", \"asin\": \"B01M7UJ2TN\", \"price\": \"$6.49\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n{\"title\": \"Kit Kat Chocolate Gift Box \\u2013 Delightful Milk Chocolate Bars in a Elegant Red Box \\u2013 A Sweet Mother\\u2019s Day Gift for Mom, Perfect for Sharing & Celebrating\", \"asin\": \"B0DS6HNRY1\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"B075LSV11Y\", \"price\": \"$24.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter Only 20 left in stock - order soon.\"},\n{\"title\": \"KitKat Chunky, 24er Pack (24 x 48 g)\", \"asin\": \"B0081BZJWO\", \"price\": \"$39.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Birthday Cake Flavored Creme with Sprinkles, Bulk, Individually Wrapped Wafer Candy Bars, 1.5 oz (24 Count)\", \"asin\": \"B0B3529KJC\", \"price\": \"$17.95\", \"delivery\": \"FREE delivery Apr 15 - 16 Or fastest delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"Minis Unwrapped Chocolate Bar - 2 Packs (7.6oz Each) - Candy Chocolate Unwrapped pack - Halloween Candy, Chocolate Candy Bars, Milk Chocolate, Chocolate Wafer, Ideal for Snacks and Mini Chocolate Gifts\", \"asin\": \"B0DFZ4W5NY\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon.\"},\n{\"title\": \"KIT KAT Chocolatey Cereal, Crispy Breakfast Cereal Made with Whole Grain, 11.5 oz\", \"asin\": \"B0BVTMM9LS\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10\"},\n{\"title\": \"Minis Unwrapped Milk Chocolate Wafer Candy Bag, 7.6 oz\", \"asin\": \"B07N22DPDL\", \"price\": \"$5.89\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n{\"title\": \"Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)\", \"asin\": \"B0DG5GDFXY\", \"price\": \"$13.20\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11\"},\n{\"title\": \"NESTL\\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams\", \"asin\": \"B0BXWPBST4\", \"price\": \"$7.58\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"NESTL\\u00c9 Mini Chocolate Bar Adult Sweetness Dark Matcha 10pcs\", \"asin\": \"B0BXWM2MXD\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10\"},\n{\"title\": \"Miniatures Milk Chocolate Wafer, Easter Candy Bag, 9.6 oz\", \"asin\": \"B0CJVMMR92\"},\n{\"title\": \"Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY\", \"asin\": \"B01GYSUKTM\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 14 - 15 Arrives before Easter\"},\n{\"title\": \"Vanilla Flavored Wafer Candy Bars, 1.5 oz (24 Count)\", \"asin\": \"B0DBR3BX4B\", \"price\": \"$19.47\", \"delivery\": \"FREE delivery Apr 15 - 16 Or fastest delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon.\"},\n{\"title\": \"Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"B09HR3WQZ9\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"KitKat, Fudge Sundae Cones, 8 Count (Frozen)\", \"asin\": \"B07YVXYP18\", \"price\": \"$7.99\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n{\"title\": \"Kit Kat Mini Chocolate Bars-1.5 lbs Milk Chocolate Kit Kat Mini Individually Wrapped Bulk Pack-Crisp Wafer Kit Kat in Bulk - Perfect Snack Size for Sharing and Enjoyment(24 oz)\", \"asin\": \"B0DKVQPCNY\", \"price\": \"$18.90\", \"delivery\": \"FREE delivery Apr 15 - 17 for Prime members Arrives before Easter\"},\n{\"title\": \"Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker\", \"asin\": \"B07SVN8D8V\", \"price\": \"$18.45\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members Arrives before Easter Only 2 left in stock - order soon.\"},\n{\"title\": \"KIT KAT and REESE'S Assorted Milk Chocolate Candy Variety Bag, 80.39 oz (265 Pieces)\", \"asin\": \"B07CLDLHDQ\", \"price\": \"$29.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"B07XFYVQ4F\", \"price\": \"$9.60\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"KIT KAT Chocolate Bars Miniatures, 32oz (2LB) Bulk Candy, Assorted Miniatures, (White, Milk, Dark Chocolate) - 2 Pound\", \"asin\": \"B0CQKNHCBW\", \"price\": \"$24.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Lemon Creme Wafer Candy Bars, Easter, 9 oz Bag\", \"asin\": \"B084MB8P87\", \"price\": \"$12.95\", \"delivery\": \"FREE delivery Apr 14 - 16 for Prime members Arrives before Easter\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:39:45.943Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "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": "kit kat"}],
"promotion_items": [{"title": "KitKatBars 6 Pack Variety Bundle Pack, 1.5 Ounce (Pack of 6) Chocolate Candy Bars, 6 Flavors - Vanilla, Dark Chocolate, Duo Mint, Classic, Birthday Cake, White Chocolate\nAssorted1.5 Ounce (Pack of 6)", "asin": "B0DN7STM8C", "price": "$13.99", "quantity": ""},
{"title": "Tony's Chocolonely Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\nCacao6 Piece Set", "asin": "B08PX2V7S8", "price": "$9.98", "quantity": ""},
{"title": "Kitkat Candy Bars, 5lb Bag of Mini Chocolate Bars, Ideal Kit Kats in Bulk for Candy Buffets, Gift Baskets, and Office Treats, Perfect Mini Candy Bars for Snacking, Sharing, and Parties\nChocolate Bars", "asin": "B0CVJ2B7C5", "price": "$32.95", "quantity": ""},
{"title": "KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)\nMilk Chocolate", "asin": "B0C3T1MR41", "price": "$24.76", "quantity": ""},
{"title": "Tony's Chocolonely Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\nSuper Duper Milk Bundle6 Count (Pack of 1)", "asin": "B07T4TKWWH", "price": "$27.41", "quantity": ""},
{"title": "51 Japanese Snacks Box 40 Japanese Candy and 10 Japanese KitKat assortment 1 Ramune bottle", "asin": "B0C4KPSPTX", "price": "$36.97", "quantity": ""},
{"title": "Tony's Chocolonely Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\nCacao6 Piece Set", "asin": "B08PX2V7S8", "price": "$9.98", "quantity": ""},
{"title": "Tony's Chocolonely Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\nSuper Duper Milk Bundle6 Count (Pack of 1)", "asin": "B07T4TKWWH", "price": "$27.41", "quantity": ""},
{"title": "Tony's Chocolonely 70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars\nDark4 Count (Pack of 1)", "asin": "B087K17C7Q", "price": "$19.88", "quantity": ""},
{"title": "KitKatBars 6 Pack Variety Bundle Pack, 1.5 Ounce (Pack of 6) Chocolate Candy Bars, 6 Flavors - Vanilla, Dark Chocolate, Duo Mint, Classic, Birthday Cake, White Chocolate\nAssorted1.5 Ounce (Pack of 6)", "asin": "B0DN7STM8C", "price": "$13.99", "quantity": ""},
{"title": "Kandy Korner Chocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb", "asin": "B0CVJ3DFP6", "price": "$17.95", "quantity": ""},
{"title": "7th Heaven, Vegan Oat Milk Chocolate Bar Variety Pack, Classic Chocolate, Sea Salt Caramel, Cookies & Cream, Hazelnut Crunch & Peanut Butter Cream (3.5oz Full Size Candy Bars - 5 Packs) - Perfect for Easter Candy, Plant Based Dairy Free Chocolate with Peanut Butter Filling, Fair Trade Cocoa & Coconut Oil, Kosher Parve\nVariety Pack", "asin": "B0CGVSP714", "price": "$39.95", "quantity": ""}],
"search_results": [{"title": "KitKatBars 6 Pack Variety Bundle Pack, 1.5 Ounce (Pack of 6) Chocolate Candy Bars, 6 Flavors - Vanilla, Dark Chocolate, Duo Mint, Classic, Birthday Cake, White Chocolate", "asin": "B0DN7STM8C", "price": "$13.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Kitkat Candy Bars, 5lb Bag of Mini Chocolate Bars, Ideal Kit Kats in Bulk for Candy Buffets, Gift Baskets, and Office Treats, Perfect Mini Candy Bars for Snacking, Sharing, and Parties", "asin": "B0CVJ2B7C5", "price": "$32.95", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Chocolate Wafer Valentine To & From Bars \u2013 5 Pounds (Approx. 155 Bars), Individually Wrapped Snack Size", "asin": "B0DSCBL6JD", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 24 Count Box Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars", "asin": "B0DJCFPNSF", "price": "$24.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Assorted Individually Wrapped Easter Chocolate Candy Variety Pack of Bulk, Ideal Mix for Easter Baskets, Egg Hunts, Spring Parties, Candy Dishes, Special Occasions and Snacking, Perfect Assortment for Chocolate Lovers - 5lb", "asin": "B0DNG78JG4", "price": "$26.95", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Pantry Pack, 12.25 oz (25 Pieces)", "asin": "B09JJYGCDH", "price": "$9.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Milk Chocolate Wafer Candy Bars, 1.5 oz (36 Count)", "asin": "B000IXUK2W", "price": "$33.98", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM Arrives before Easter"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Bag, 32.34 oz (66 Pieces)", "asin": "B077CG8JR8", "price": "$14.84", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Easter"},
{"title": "KIT KAT and REESE'S Assorted Milk Chocolate Candy Variety Box, 27.3 oz (18 Count)", "asin": "B005CUK20Q", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter"},
{"title": "BIG KAT Milk Chocolate Wafer Candy Bars, 1.5 oz (24 Count)", "asin": "B07XGMP5D2", "price": "$23.64", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Bag, 10.78 oz", "asin": "B000T3O8RO", "price": "$4.99", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars", "asin": "B08PX2V7S8"},
{"title": "Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars", "asin": "B07T4TKWWH", "price": "$27.41", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM Arrives before Easter"},
{"title": "70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars", "asin": "B087K17C7Q", "price": "$19.88", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Chocolate Assorted Bulk Candy - 5 LB Chocolate Candy Variety Pack - Bulk Chocolate, Milk Chocolate Candy, Dark Chocolate - Bulk Candy Mix for Candy Bags - Candy - Chocolate Candy Variety Pack (5LBS)", "asin": "B0CZSG91C3", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM Arrives before Easter"},
{"title": "4 Finger, 4x45g, Multipack", "asin": "B00GMA7F0U", "price": "$6.65", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate", "asin": "B0C4KPXVD7", "price": "$20.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Miniatures Milk Chocolate Wafer Candy Share Pack, 10.1 oz", "asin": "B07N1X89YD", "price": "$4.99", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size", "asin": "B0DKMPKP67", "price": "$12.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Bulk Chocolate Assortment Variety Pack - Chocolate Candy Variety Pack - 5 lb Bag of Mixed Bulk Chocolate, Milk Chocolate, Dark Chocolate, Bars and more! Bulk Candy Mix for Candy Bags - Candy - Chocolate (5 LBS)", "asin": "B0CLMCDX3Z", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Bar Miniatures 5 Pounds Approx 150 PiecesBulk Candy Individually Wrapped - Chocolate Candy Crisp Wafers in Milk Chocolate, Ideal for Pinata Candy, Office Snacks, Parties, and Holidays - Milk Chocolate Candy Snacks For Adults & Kids", "asin": "B0CW6J8HRY", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "CRUNCH, Baby Ruth and 100 Grand, Bulk 60 Pack, Assorted Fun Size Chocolate Candy Bars, Stocking Stuffers, 37.2 oz", "asin": "B09NMX9CGB", "price": "$14.74", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter"},
{"title": "Kit Kat Chocolate Gift Box \u2013 Delightful Milk Chocolate Bars in a Elegant Red Box \u2013 A Sweet Mother\u2019s Day Gift for Mom, Perfect for Sharing & Celebrating", "asin": "B0DS6HNRY1", "price": "$14.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KitKat Vegan 4 Finger Organic Plant Based Chocolate Bar 6 Pack 41.5g, Dairy Free Bars, Healthy Chocolate 1.46 Ounce", "asin": "B0CR6GYPKV", "price": "$19.01", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KlT-KAT Milk Chocolate Wafer Snack Size, Candy Bag (2 LB)", "asin": "B0DF9FSF2K", "price": "$18.80", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 20 left in stock - order soon."},
{"title": "DUOS Dark Chocolate Mint Wafer Candy Bars, 1.5 oz (24 Count)", "asin": "B07SFB5PC8", "price": "$28.39", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "B0DG4YPR4N", "price": "$13.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Bulk 36 Count, Milk Chocolate and Crisped Rice, Full Size Halloween Candy, 1.55 oz Each", "asin": "B000V9EIJY", "price": "$35.69", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM Arrives before Easter"},
{"title": "Top 3 Milk Chocolate Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars", "asin": "B0CHXKJC7C", "price": "$27.41", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Dark Chocolate Wafer Candy Bars, 1.5 oz (24 Count)", "asin": "B003GYOFT4", "price": "$29.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)", "asin": "B0C3T1MR41", "price": "$24.76", "delivery": "$3.99 delivery Fri, Apr 18 Or fastest delivery Mon, Apr 14 Arrives before Easter"},
{"title": "Kit KatMiniatures Chocolate Candy - Bite-Sized Milk Chocolate Wafers - Individually Wrapped - Bulk Pack - 1 Pound", "asin": "B09ZJC2JQB", "price": "$14.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "B0BTXW2M9H", "price": "$18.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KIT KAT and REESE'S Assorted Milk Chocolate Flavored Candy Party Pack, 33.36 oz", "asin": "B082YVBLHD", "price": "$14.84", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "White Creme Wafer Candy Bars, 1.5 oz (24 Count)", "asin": "B001IZBIRA", "price": "$19.95", "delivery": "FREE delivery Apr 15 - 18 Or fastest delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Kit Kat Bar 4 Finger England (24 Pack)", "asin": "B000JZHE6Y", "price": "$28.55", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "BIG KAT 5 CRISP WAFERS IN MILK CHOCOLATE 1.5 OZ EACH 24 BARS", "asin": "B086NYCN46", "price": "$29.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KitKat Vegan 4 Finger Organic Plant Based Chocolate Bar 12 Pack 41.5g, Dairy Free Bars, Healthy Chocolate 1.46 Ounce", "asin": "B0CR6JJRW3", "price": "$27.27", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KitKat Chunky Peanut Butter 24 Pieces (1008g)", "asin": "B00CDZE4P2", "price": "$38.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Kit KatLemon Crisp Easter Assortment Miniatures, Lemon Flavored Wafers in White Creme Miniature Chocolate Candy Bars - 2 Pounds", "asin": "B088MGHFVD", "price": "$24.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Milk Chocolate Wafer Candy Bars, 1.5 oz (6 Count)", "asin": "B01M7UJ2TN", "price": "$6.49", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Kit Kat Chocolate Gift Box \u2013 Delightful Milk Chocolate Bars in a Elegant Red Box \u2013 A Sweet Mother\u2019s Day Gift for Mom, Perfect for Sharing & Celebrating", "asin": "B0DS6HNRY1", "price": "$14.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "B075LSV11Y", "price": "$24.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter Only 20 left in stock - order soon."},
{"title": "KitKat Chunky, 24er Pack (24 x 48 g)", "asin": "B0081BZJWO", "price": "$39.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Birthday Cake Flavored Creme with Sprinkles, Bulk, Individually Wrapped Wafer Candy Bars, 1.5 oz (24 Count)", "asin": "B0B3529KJC", "price": "$17.95", "delivery": "FREE delivery Apr 15 - 16 Or fastest delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Minis Unwrapped Chocolate Bar - 2 Packs (7.6oz Each) - Candy Chocolate Unwrapped pack - Halloween Candy, Chocolate Candy Bars, Milk Chocolate, Chocolate Wafer, Ideal for Snacks and Mini Chocolate Gifts", "asin": "B0DFZ4W5NY", "price": "$14.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon."},
{"title": "KIT KAT Chocolatey Cereal, Crispy Breakfast Cereal Made with Whole Grain, 11.5 oz", "asin": "B0BVTMM9LS", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10"},
{"title": "Minis Unwrapped Milk Chocolate Wafer Candy Bag, 7.6 oz", "asin": "B07N22DPDL", "price": "$5.89", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)", "asin": "B0DG5GDFXY", "price": "$13.20", "delivery": " Two-Day FREE delivery Fri, Apr 11"},
{"title": "NESTL\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams", "asin": "B0BXWPBST4", "price": "$7.58", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "NESTL\u00c9 Mini Chocolate Bar Adult Sweetness Dark Matcha 10pcs", "asin": "B0BXWM2MXD", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10"},
{"title": "Miniatures Milk Chocolate Wafer, Easter Candy Bag, 9.6 oz", "asin": "B0CJVMMR92"},
{"title": "Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY", "asin": "B01GYSUKTM", "price": "$17.99", "delivery": "FREE delivery Apr 16 - 18 Or fastest delivery Apr 14 - 15 Arrives before Easter"},
{"title": "Vanilla Flavored Wafer Candy Bars, 1.5 oz (24 Count)", "asin": "B0DBR3BX4B", "price": "$19.47", "delivery": "FREE delivery Apr 15 - 16 Or fastest delivery Fri, Apr 11 Arrives before Easter"},
{"title": "24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon."},
{"title": "Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "B09HR3WQZ9", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KitKat, Fudge Sundae Cones, 8 Count (Frozen)", "asin": "B07YVXYP18", "price": "$7.99", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Kit Kat Mini Chocolate Bars-1.5 lbs Milk Chocolate Kit Kat Mini Individually Wrapped Bulk Pack-Crisp Wafer Kit Kat in Bulk - Perfect Snack Size for Sharing and Enjoyment(24 oz)", "asin": "B0DKVQPCNY", "price": "$18.90", "delivery": "FREE delivery Apr 15 - 17 for Prime members Arrives before Easter"},
{"title": "Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker", "asin": "B07SVN8D8V", "price": "$18.45", "delivery": "FREE delivery Mon, Apr 14 for Prime members Arrives before Easter Only 2 left in stock - order soon."},
{"title": "KIT KAT and REESE'S Assorted Milk Chocolate Candy Variety Bag, 80.39 oz (265 Pieces)", "asin": "B07CLDLHDQ", "price": "$29.95", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "chocolate strawberry 12 bars 1 bags Japan import", "asin": "B07XFYVQ4F", "price": "$9.60", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KIT KAT Chocolate Bars Miniatures, 32oz (2LB) Bulk Candy, Assorted Miniatures, (White, Milk, Dark Chocolate) - 2 Pound", "asin": "B0CQKNHCBW", "price": "$24.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Lemon Creme Wafer Candy Bars, Easter, 9 oz Bag", "asin": "B084MB8P87", "price": "$12.95", "delivery": "FREE delivery Apr 14 - 16 for Prime members Arrives before Easter"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T20:39:45.943Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-09T20:39:45.943Z
|
input
|
mini kit kat
|
rule
|
2025-04-09T20:39:45.943Z
|
input
|
mini kit kat
|
train
| 614 |
2025-04-09T20:39:45.943Z
|
input
|
mini kit kat
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "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": "kit kat"}],
"promotion_items": [{"title": "KitKatBars 6 Pack Variety Bundle Pack, 1.5 Ounce (Pack of 6) Chocolate Candy Bars, 6 Flavors - Vanilla, Dark Chocolate, Duo Mint, Classic, Birthday Cake, White Chocolate\nAssorted1.5 Ounce (Pack of 6)", "asin": "B0DN7STM8C", "price": "$13.99", "quantity": ""},
{"title": "Tony's Chocolonely Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\nCacao6 Piece Set", "asin": "B08PX2V7S8", "price": "$9.98", "quantity": ""},
{"title": "Kitkat Candy Bars, 5lb Bag of Mini Chocolate Bars, Ideal Kit Kats in Bulk for Candy Buffets, Gift Baskets, and Office Treats, Perfect Mini Candy Bars for Snacking, Sharing, and Parties\nChocolate Bars", "asin": "B0CVJ2B7C5", "price": "$32.95", "quantity": ""},
{"title": "KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)\nMilk Chocolate", "asin": "B0C3T1MR41", "price": "$24.76", "quantity": ""},
{"title": "Tony's Chocolonely Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\nSuper Duper Milk Bundle6 Count (Pack of 1)", "asin": "B07T4TKWWH", "price": "$27.41", "quantity": ""},
{"title": "51 Japanese Snacks Box 40 Japanese Candy and 10 Japanese KitKat assortment 1 Ramune bottle", "asin": "B0C4KPSPTX", "price": "$36.97", "quantity": ""},
{"title": "Tony's Chocolonely Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\nCacao6 Piece Set", "asin": "B08PX2V7S8", "price": "$9.98", "quantity": ""},
{"title": "Tony's Chocolonely Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\nSuper Duper Milk Bundle6 Count (Pack of 1)", "asin": "B07T4TKWWH", "price": "$27.41", "quantity": ""},
{"title": "Tony's Chocolonely 70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars\nDark4 Count (Pack of 1)", "asin": "B087K17C7Q", "price": "$19.88", "quantity": ""},
{"title": "KitKatBars 6 Pack Variety Bundle Pack, 1.5 Ounce (Pack of 6) Chocolate Candy Bars, 6 Flavors - Vanilla, Dark Chocolate, Duo Mint, Classic, Birthday Cake, White Chocolate\nAssorted1.5 Ounce (Pack of 6)", "asin": "B0DN7STM8C", "price": "$13.99", "quantity": ""},
{"title": "Kandy Korner Chocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb", "asin": "B0CVJ3DFP6", "price": "$17.95", "quantity": ""},
{"title": "7th Heaven, Vegan Oat Milk Chocolate Bar Variety Pack, Classic Chocolate, Sea Salt Caramel, Cookies & Cream, Hazelnut Crunch & Peanut Butter Cream (3.5oz Full Size Candy Bars - 5 Packs) - Perfect for Easter Candy, Plant Based Dairy Free Chocolate with Peanut Butter Filling, Fair Trade Cocoa & Coconut Oil, Kosher Parve\nVariety Pack", "asin": "B0CGVSP714", "price": "$39.95", "quantity": ""}],
"search_results": [{"title": "KitKatBars 6 Pack Variety Bundle Pack, 1.5 Ounce (Pack of 6) Chocolate Candy Bars, 6 Flavors - Vanilla, Dark Chocolate, Duo Mint, Classic, Birthday Cake, White Chocolate", "asin": "B0DN7STM8C", "price": "$13.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Kitkat Candy Bars, 5lb Bag of Mini Chocolate Bars, Ideal Kit Kats in Bulk for Candy Buffets, Gift Baskets, and Office Treats, Perfect Mini Candy Bars for Snacking, Sharing, and Parties", "asin": "B0CVJ2B7C5", "price": "$32.95", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Chocolate Wafer Valentine To & From Bars \u2013 5 Pounds (Approx. 155 Bars), Individually Wrapped Snack Size", "asin": "B0DSCBL6JD", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 24 Count Box Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars", "asin": "B0DJCFPNSF", "price": "$24.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Assorted Individually Wrapped Easter Chocolate Candy Variety Pack of Bulk, Ideal Mix for Easter Baskets, Egg Hunts, Spring Parties, Candy Dishes, Special Occasions and Snacking, Perfect Assortment for Chocolate Lovers - 5lb", "asin": "B0DNG78JG4", "price": "$26.95", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Pantry Pack, 12.25 oz (25 Pieces)", "asin": "B09JJYGCDH", "price": "$9.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Milk Chocolate Wafer Candy Bars, 1.5 oz (36 Count)", "asin": "B000IXUK2W", "price": "$33.98", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM Arrives before Easter"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Bag, 32.34 oz (66 Pieces)", "asin": "B077CG8JR8", "price": "$14.84", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Easter"},
{"title": "KIT KAT and REESE'S Assorted Milk Chocolate Candy Variety Box, 27.3 oz (18 Count)", "asin": "B005CUK20Q", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter"},
{"title": "BIG KAT Milk Chocolate Wafer Candy Bars, 1.5 oz (24 Count)", "asin": "B07XGMP5D2", "price": "$23.64", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Bag, 10.78 oz", "asin": "B000T3O8RO", "price": "$4.99", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars", "asin": "B08PX2V7S8"},
{"title": "Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars", "asin": "B07T4TKWWH", "price": "$27.41", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM Arrives before Easter"},
{"title": "70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars", "asin": "B087K17C7Q", "price": "$19.88", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Chocolate Assorted Bulk Candy - 5 LB Chocolate Candy Variety Pack - Bulk Chocolate, Milk Chocolate Candy, Dark Chocolate - Bulk Candy Mix for Candy Bags - Candy - Chocolate Candy Variety Pack (5LBS)", "asin": "B0CZSG91C3", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM Arrives before Easter"},
{"title": "4 Finger, 4x45g, Multipack", "asin": "B00GMA7F0U", "price": "$6.65", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate", "asin": "B0C4KPXVD7", "price": "$20.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Miniatures Milk Chocolate Wafer Candy Share Pack, 10.1 oz", "asin": "B07N1X89YD", "price": "$4.99", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size", "asin": "B0DKMPKP67", "price": "$12.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Bulk Chocolate Assortment Variety Pack - Chocolate Candy Variety Pack - 5 lb Bag of Mixed Bulk Chocolate, Milk Chocolate, Dark Chocolate, Bars and more! Bulk Candy Mix for Candy Bags - Candy - Chocolate (5 LBS)", "asin": "B0CLMCDX3Z", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Bar Miniatures 5 Pounds Approx 150 PiecesBulk Candy Individually Wrapped - Chocolate Candy Crisp Wafers in Milk Chocolate, Ideal for Pinata Candy, Office Snacks, Parties, and Holidays - Milk Chocolate Candy Snacks For Adults & Kids", "asin": "B0CW6J8HRY", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "CRUNCH, Baby Ruth and 100 Grand, Bulk 60 Pack, Assorted Fun Size Chocolate Candy Bars, Stocking Stuffers, 37.2 oz", "asin": "B09NMX9CGB", "price": "$14.74", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter"},
{"title": "Kit Kat Chocolate Gift Box \u2013 Delightful Milk Chocolate Bars in a Elegant Red Box \u2013 A Sweet Mother\u2019s Day Gift for Mom, Perfect for Sharing & Celebrating", "asin": "B0DS6HNRY1", "price": "$14.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KitKat Vegan 4 Finger Organic Plant Based Chocolate Bar 6 Pack 41.5g, Dairy Free Bars, Healthy Chocolate 1.46 Ounce", "asin": "B0CR6GYPKV", "price": "$19.01", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KlT-KAT Milk Chocolate Wafer Snack Size, Candy Bag (2 LB)", "asin": "B0DF9FSF2K", "price": "$18.80", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 20 left in stock - order soon."},
{"title": "DUOS Dark Chocolate Mint Wafer Candy Bars, 1.5 oz (24 Count)", "asin": "B07SFB5PC8", "price": "$28.39", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "B0DG4YPR4N", "price": "$13.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Bulk 36 Count, Milk Chocolate and Crisped Rice, Full Size Halloween Candy, 1.55 oz Each", "asin": "B000V9EIJY", "price": "$35.69", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM Arrives before Easter"},
{"title": "Top 3 Milk Chocolate Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars", "asin": "B0CHXKJC7C", "price": "$27.41", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Dark Chocolate Wafer Candy Bars, 1.5 oz (24 Count)", "asin": "B003GYOFT4", "price": "$29.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)", "asin": "B0C3T1MR41", "price": "$24.76", "delivery": "$3.99 delivery Fri, Apr 18 Or fastest delivery Mon, Apr 14 Arrives before Easter"},
{"title": "Kit KatMiniatures Chocolate Candy - Bite-Sized Milk Chocolate Wafers - Individually Wrapped - Bulk Pack - 1 Pound", "asin": "B09ZJC2JQB", "price": "$14.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "B0BTXW2M9H", "price": "$18.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KIT KAT and REESE'S Assorted Milk Chocolate Flavored Candy Party Pack, 33.36 oz", "asin": "B082YVBLHD", "price": "$14.84", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "White Creme Wafer Candy Bars, 1.5 oz (24 Count)", "asin": "B001IZBIRA", "price": "$19.95", "delivery": "FREE delivery Apr 15 - 18 Or fastest delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Kit Kat Bar 4 Finger England (24 Pack)", "asin": "B000JZHE6Y", "price": "$28.55", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "BIG KAT 5 CRISP WAFERS IN MILK CHOCOLATE 1.5 OZ EACH 24 BARS", "asin": "B086NYCN46", "price": "$29.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KitKat Vegan 4 Finger Organic Plant Based Chocolate Bar 12 Pack 41.5g, Dairy Free Bars, Healthy Chocolate 1.46 Ounce", "asin": "B0CR6JJRW3", "price": "$27.27", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KitKat Chunky Peanut Butter 24 Pieces (1008g)", "asin": "B00CDZE4P2", "price": "$38.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Kit KatLemon Crisp Easter Assortment Miniatures, Lemon Flavored Wafers in White Creme Miniature Chocolate Candy Bars - 2 Pounds", "asin": "B088MGHFVD", "price": "$24.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Milk Chocolate Wafer Candy Bars, 1.5 oz (6 Count)", "asin": "B01M7UJ2TN", "price": "$6.49", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Kit Kat Chocolate Gift Box \u2013 Delightful Milk Chocolate Bars in a Elegant Red Box \u2013 A Sweet Mother\u2019s Day Gift for Mom, Perfect for Sharing & Celebrating", "asin": "B0DS6HNRY1", "price": "$14.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "B075LSV11Y", "price": "$24.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter Only 20 left in stock - order soon."},
{"title": "KitKat Chunky, 24er Pack (24 x 48 g)", "asin": "B0081BZJWO", "price": "$39.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Birthday Cake Flavored Creme with Sprinkles, Bulk, Individually Wrapped Wafer Candy Bars, 1.5 oz (24 Count)", "asin": "B0B3529KJC", "price": "$17.95", "delivery": "FREE delivery Apr 15 - 16 Or fastest delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Minis Unwrapped Chocolate Bar - 2 Packs (7.6oz Each) - Candy Chocolate Unwrapped pack - Halloween Candy, Chocolate Candy Bars, Milk Chocolate, Chocolate Wafer, Ideal for Snacks and Mini Chocolate Gifts", "asin": "B0DFZ4W5NY", "price": "$14.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon."},
{"title": "KIT KAT Chocolatey Cereal, Crispy Breakfast Cereal Made with Whole Grain, 11.5 oz", "asin": "B0BVTMM9LS", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10"},
{"title": "Minis Unwrapped Milk Chocolate Wafer Candy Bag, 7.6 oz", "asin": "B07N22DPDL", "price": "$5.89", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)", "asin": "B0DG5GDFXY", "price": "$13.20", "delivery": " Two-Day FREE delivery Fri, Apr 11"},
{"title": "NESTL\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams", "asin": "B0BXWPBST4", "price": "$7.58", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "NESTL\u00c9 Mini Chocolate Bar Adult Sweetness Dark Matcha 10pcs", "asin": "B0BXWM2MXD", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10"},
{"title": "Miniatures Milk Chocolate Wafer, Easter Candy Bag, 9.6 oz", "asin": "B0CJVMMR92"},
{"title": "Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY", "asin": "B01GYSUKTM", "price": "$17.99", "delivery": "FREE delivery Apr 16 - 18 Or fastest delivery Apr 14 - 15 Arrives before Easter"},
{"title": "Vanilla Flavored Wafer Candy Bars, 1.5 oz (24 Count)", "asin": "B0DBR3BX4B", "price": "$19.47", "delivery": "FREE delivery Apr 15 - 16 Or fastest delivery Fri, Apr 11 Arrives before Easter"},
{"title": "24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon."},
{"title": "Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "B09HR3WQZ9", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KitKat, Fudge Sundae Cones, 8 Count (Frozen)", "asin": "B07YVXYP18", "price": "$7.99", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Kit Kat Mini Chocolate Bars-1.5 lbs Milk Chocolate Kit Kat Mini Individually Wrapped Bulk Pack-Crisp Wafer Kit Kat in Bulk - Perfect Snack Size for Sharing and Enjoyment(24 oz)", "asin": "B0DKVQPCNY", "price": "$18.90", "delivery": "FREE delivery Apr 15 - 17 for Prime members Arrives before Easter"},
{"title": "Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker", "asin": "B07SVN8D8V", "price": "$18.45", "delivery": "FREE delivery Mon, Apr 14 for Prime members Arrives before Easter Only 2 left in stock - order soon."},
{"title": "KIT KAT and REESE'S Assorted Milk Chocolate Candy Variety Bag, 80.39 oz (265 Pieces)", "asin": "B07CLDLHDQ", "price": "$29.95", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "chocolate strawberry 12 bars 1 bags Japan import", "asin": "B07XFYVQ4F", "price": "$9.60", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KIT KAT Chocolate Bars Miniatures, 32oz (2LB) Bulk Candy, Assorted Miniatures, (White, Milk, Dark Chocolate) - 2 Pound", "asin": "B0CQKNHCBW", "price": "$24.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Lemon Creme Wafer Candy Bars, Easter, 9 oz Bag", "asin": "B084MB8P87", "price": "$12.95", "delivery": "FREE delivery Apr 14 - 16 for Prime members Arrives before Easter"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T20:39:45.943Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mini kit kat\"}],\n\"promotion_items\": [{\"title\": \"KitKatBars 6 Pack Variety Bundle Pack, 1.5 Ounce (Pack of 6) Chocolate Candy Bars, 6 Flavors - Vanilla, Dark Chocolate, Duo Mint, Classic, Birthday Cake, White Chocolate\\nAssorted1.5 Ounce (Pack of 6)\", \"asin\": \"B0DN7STM8C\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Tony's Chocolonely Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\\nCacao6 Piece Set\", \"asin\": \"B08PX2V7S8\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Kitkat Candy Bars, 5lb Bag of Mini Chocolate Bars, Ideal Kit Kats in Bulk for Candy Buffets, Gift Baskets, and Office Treats, Perfect Mini Candy Bars for Snacking, Sharing, and Parties\\nChocolate Bars\", \"asin\": \"B0CVJ2B7C5\", \"price\": \"$32.95\", \"quantity\": \"\"},\n{\"title\": \"KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)\\nMilk Chocolate\", \"asin\": \"B0C3T1MR41\", \"price\": \"$24.76\", \"quantity\": \"\"},\n{\"title\": \"Tony's Chocolonely Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\\nSuper Duper Milk Bundle6 Count (Pack of 1)\", \"asin\": \"B07T4TKWWH\", \"price\": \"$27.41\", \"quantity\": \"\"},\n{\"title\": \"51 Japanese Snacks Box 40 Japanese Candy and 10 Japanese KitKat assortment 1 Ramune bottle\", \"asin\": \"B0C4KPSPTX\", \"price\": \"$36.97\", \"quantity\": \"\"},\n{\"title\": \"Tony's Chocolonely Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\\nCacao6 Piece Set\", \"asin\": \"B08PX2V7S8\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Tony's Chocolonely Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\\nSuper Duper Milk Bundle6 Count (Pack of 1)\", \"asin\": \"B07T4TKWWH\", \"price\": \"$27.41\", \"quantity\": \"\"},\n{\"title\": \"Tony's Chocolonely 70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars\\nDark4 Count (Pack of 1)\", \"asin\": \"B087K17C7Q\", \"price\": \"$19.88\", \"quantity\": \"\"},\n{\"title\": \"KitKatBars 6 Pack Variety Bundle Pack, 1.5 Ounce (Pack of 6) Chocolate Candy Bars, 6 Flavors - Vanilla, Dark Chocolate, Duo Mint, Classic, Birthday Cake, White Chocolate\\nAssorted1.5 Ounce (Pack of 6)\", \"asin\": \"B0DN7STM8C\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Kandy Korner Chocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb\", \"asin\": \"B0CVJ3DFP6\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"7th Heaven, Vegan Oat Milk Chocolate Bar Variety Pack, Classic Chocolate, Sea Salt Caramel, Cookies & Cream, Hazelnut Crunch & Peanut Butter Cream (3.5oz Full Size Candy Bars - 5 Packs) - Perfect for Easter Candy, Plant Based Dairy Free Chocolate with Peanut Butter Filling, Fair Trade Cocoa & Coconut Oil, Kosher Parve\\nVariety Pack\", \"asin\": \"B0CGVSP714\", \"price\": \"$39.95\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"KitKatBars 6 Pack Variety Bundle Pack, 1.5 Ounce (Pack of 6) Chocolate Candy Bars, 6 Flavors - Vanilla, Dark Chocolate, Duo Mint, Classic, Birthday Cake, White Chocolate\", \"asin\": \"B0DN7STM8C\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"Kitkat Candy Bars, 5lb Bag of Mini Chocolate Bars, Ideal Kit Kats in Bulk for Candy Buffets, Gift Baskets, and Office Treats, Perfect Mini Candy Bars for Snacking, Sharing, and Parties\", \"asin\": \"B0CVJ2B7C5\", \"price\": \"$32.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"Chocolate Wafer Valentine To & From Bars \\u2013 5 Pounds (Approx. 155 Bars), Individually Wrapped Snack Size\", \"asin\": \"B0DSCBL6JD\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 24 Count Box Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars\", \"asin\": \"B0DJCFPNSF\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"Assorted Individually Wrapped Easter Chocolate Candy Variety Pack of Bulk, Ideal Mix for Easter Baskets, Egg Hunts, Spring Parties, Candy Dishes, Special Occasions and Snacking, Perfect Assortment for Chocolate Lovers - 5lb\", \"asin\": \"B0DNG78JG4\", \"price\": \"$26.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"Milk Chocolate Wafer Snack Size, Candy Pantry Pack, 12.25 oz (25 Pieces)\", \"asin\": \"B09JJYGCDH\", \"price\": \"$9.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Milk Chocolate Wafer Candy Bars, 1.5 oz (36 Count)\", \"asin\": \"B000IXUK2W\", \"price\": \"$33.98\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM Arrives before Easter\"},\n{\"title\": \"Milk Chocolate Wafer Snack Size, Candy Bag, 32.34 oz (66 Pieces)\", \"asin\": \"B077CG8JR8\", \"price\": \"$14.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Easter\"},\n{\"title\": \"KIT KAT and REESE'S Assorted Milk Chocolate Candy Variety Box, 27.3 oz (18 Count)\", \"asin\": \"B005CUK20Q\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter\"},\n{\"title\": \"BIG KAT Milk Chocolate Wafer Candy Bars, 1.5 oz (24 Count)\", \"asin\": \"B07XGMP5D2\", \"price\": \"$23.64\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter\"},\n{\"title\": \"Milk Chocolate Wafer Snack Size, Candy Bag, 10.78 oz\", \"asin\": \"B000T3O8RO\", \"price\": \"$4.99\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n{\"title\": \"Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\", \"asin\": \"B08PX2V7S8\"},\n{\"title\": \"Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\", \"asin\": \"B07T4TKWWH\", \"price\": \"$27.41\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM Arrives before Easter\"},\n{\"title\": \"70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars\", \"asin\": \"B087K17C7Q\", \"price\": \"$19.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"Chocolate Assorted Bulk Candy - 5 LB Chocolate Candy Variety Pack - Bulk Chocolate, Milk Chocolate Candy, Dark Chocolate - Bulk Candy Mix for Candy Bags - Candy - Chocolate Candy Variety Pack (5LBS)\", \"asin\": \"B0CZSG91C3\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM Arrives before Easter\"},\n{\"title\": \"4 Finger, 4x45g, Multipack\", \"asin\": \"B00GMA7F0U\", \"price\": \"$6.65\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate\", \"asin\": \"B0C4KPXVD7\", \"price\": \"$20.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Miniatures Milk Chocolate Wafer Candy Share Pack, 10.1 oz\", \"asin\": \"B07N1X89YD\", \"price\": \"$4.99\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n{\"title\": \"Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size\", \"asin\": \"B0DKMPKP67\", \"price\": \"$12.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Bulk Chocolate Assortment Variety Pack - Chocolate Candy Variety Pack - 5 lb Bag of Mixed Bulk Chocolate, Milk Chocolate, Dark Chocolate, Bars and more! Bulk Candy Mix for Candy Bags - Candy - Chocolate (5 LBS)\", \"asin\": \"B0CLMCDX3Z\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Bar Miniatures 5 Pounds Approx 150 PiecesBulk Candy Individually Wrapped - Chocolate Candy Crisp Wafers in Milk Chocolate, Ideal for Pinata Candy, Office Snacks, Parties, and Holidays - Milk Chocolate Candy Snacks For Adults & Kids\", \"asin\": \"B0CW6J8HRY\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"CRUNCH, Baby Ruth and 100 Grand, Bulk 60 Pack, Assorted Fun Size Chocolate Candy Bars, Stocking Stuffers, 37.2 oz\", \"asin\": \"B09NMX9CGB\", \"price\": \"$14.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter\"},\n{\"title\": \"Kit Kat Chocolate Gift Box \\u2013 Delightful Milk Chocolate Bars in a Elegant Red Box \\u2013 A Sweet Mother\\u2019s Day Gift for Mom, Perfect for Sharing & Celebrating\", \"asin\": \"B0DS6HNRY1\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"KitKat Vegan 4 Finger Organic Plant Based Chocolate Bar 6 Pack 41.5g, Dairy Free Bars, Healthy Chocolate 1.46 Ounce\", \"asin\": \"B0CR6GYPKV\", \"price\": \"$19.01\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"KlT-KAT Milk Chocolate Wafer Snack Size, Candy Bag (2 LB)\", \"asin\": \"B0DF9FSF2K\", \"price\": \"$18.80\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 20 left in stock - order soon.\"},\n{\"title\": \"DUOS Dark Chocolate Mint Wafer Candy Bars, 1.5 oz (24 Count)\", \"asin\": \"B07SFB5PC8\", \"price\": \"$28.39\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"B0DG4YPR4N\", \"price\": \"$13.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Bulk 36 Count, Milk Chocolate and Crisped Rice, Full Size Halloween Candy, 1.55 oz Each\", \"asin\": \"B000V9EIJY\", \"price\": \"$35.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM Arrives before Easter\"},\n{\"title\": \"Top 3 Milk Chocolate Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\", \"asin\": \"B0CHXKJC7C\", \"price\": \"$27.41\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Dark Chocolate Wafer Candy Bars, 1.5 oz (24 Count)\", \"asin\": \"B003GYOFT4\", \"price\": \"$29.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)\", \"asin\": \"B0C3T1MR41\", \"price\": \"$24.76\", \"delivery\": \"$3.99 delivery Fri, Apr 18 Or fastest delivery Mon, Apr 14 Arrives before Easter\"},\n{\"title\": \"Kit KatMiniatures Chocolate Candy - Bite-Sized Milk Chocolate Wafers - Individually Wrapped - Bulk Pack - 1 Pound\", \"asin\": \"B09ZJC2JQB\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"B0BTXW2M9H\", \"price\": \"$18.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"KIT KAT and REESE'S Assorted Milk Chocolate Flavored Candy Party Pack, 33.36 oz\", \"asin\": \"B082YVBLHD\", \"price\": \"$14.84\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"White Creme Wafer Candy Bars, 1.5 oz (24 Count)\", \"asin\": \"B001IZBIRA\", \"price\": \"$19.95\", \"delivery\": \"FREE delivery Apr 15 - 18 Or fastest delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"Kit Kat Bar 4 Finger England (24 Pack)\", \"asin\": \"B000JZHE6Y\", \"price\": \"$28.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"BIG KAT 5 CRISP WAFERS IN MILK CHOCOLATE 1.5 OZ EACH 24 BARS\", \"asin\": \"B086NYCN46\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"KitKat Vegan 4 Finger Organic Plant Based Chocolate Bar 12 Pack 41.5g, Dairy Free Bars, Healthy Chocolate 1.46 Ounce\", \"asin\": \"B0CR6JJRW3\", \"price\": \"$27.27\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"KitKat Chunky Peanut Butter 24 Pieces (1008g)\", \"asin\": \"B00CDZE4P2\", \"price\": \"$38.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Kit KatLemon Crisp Easter Assortment Miniatures, Lemon Flavored Wafers in White Creme Miniature Chocolate Candy Bars - 2 Pounds\", \"asin\": \"B088MGHFVD\", \"price\": \"$24.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Milk Chocolate Wafer Candy Bars, 1.5 oz (6 Count)\", \"asin\": \"B01M7UJ2TN\", \"price\": \"$6.49\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n{\"title\": \"Kit Kat Chocolate Gift Box \\u2013 Delightful Milk Chocolate Bars in a Elegant Red Box \\u2013 A Sweet Mother\\u2019s Day Gift for Mom, Perfect for Sharing & Celebrating\", \"asin\": \"B0DS6HNRY1\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"B075LSV11Y\", \"price\": \"$24.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter Only 20 left in stock - order soon.\"},\n{\"title\": \"KitKat Chunky, 24er Pack (24 x 48 g)\", \"asin\": \"B0081BZJWO\", \"price\": \"$39.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Birthday Cake Flavored Creme with Sprinkles, Bulk, Individually Wrapped Wafer Candy Bars, 1.5 oz (24 Count)\", \"asin\": \"B0B3529KJC\", \"price\": \"$17.95\", \"delivery\": \"FREE delivery Apr 15 - 16 Or fastest delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"Minis Unwrapped Chocolate Bar - 2 Packs (7.6oz Each) - Candy Chocolate Unwrapped pack - Halloween Candy, Chocolate Candy Bars, Milk Chocolate, Chocolate Wafer, Ideal for Snacks and Mini Chocolate Gifts\", \"asin\": \"B0DFZ4W5NY\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon.\"},\n{\"title\": \"KIT KAT Chocolatey Cereal, Crispy Breakfast Cereal Made with Whole Grain, 11.5 oz\", \"asin\": \"B0BVTMM9LS\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10\"},\n{\"title\": \"Minis Unwrapped Milk Chocolate Wafer Candy Bag, 7.6 oz\", \"asin\": \"B07N22DPDL\", \"price\": \"$5.89\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n{\"title\": \"Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)\", \"asin\": \"B0DG5GDFXY\", \"price\": \"$13.20\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11\"},\n{\"title\": \"NESTL\\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams\", \"asin\": \"B0BXWPBST4\", \"price\": \"$7.58\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"NESTL\\u00c9 Mini Chocolate Bar Adult Sweetness Dark Matcha 10pcs\", \"asin\": \"B0BXWM2MXD\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10\"},\n{\"title\": \"Miniatures Milk Chocolate Wafer, Easter Candy Bag, 9.6 oz\", \"asin\": \"B0CJVMMR92\"},\n{\"title\": \"Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY\", \"asin\": \"B01GYSUKTM\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 14 - 15 Arrives before Easter\"},\n{\"title\": \"Vanilla Flavored Wafer Candy Bars, 1.5 oz (24 Count)\", \"asin\": \"B0DBR3BX4B\", \"price\": \"$19.47\", \"delivery\": \"FREE delivery Apr 15 - 16 Or fastest delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon.\"},\n{\"title\": \"Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"B09HR3WQZ9\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"KitKat, Fudge Sundae Cones, 8 Count (Frozen)\", \"asin\": \"B07YVXYP18\", \"price\": \"$7.99\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n{\"title\": \"Kit Kat Mini Chocolate Bars-1.5 lbs Milk Chocolate Kit Kat Mini Individually Wrapped Bulk Pack-Crisp Wafer Kit Kat in Bulk - Perfect Snack Size for Sharing and Enjoyment(24 oz)\", \"asin\": \"B0DKVQPCNY\", \"price\": \"$18.90\", \"delivery\": \"FREE delivery Apr 15 - 17 for Prime members Arrives before Easter\"},\n{\"title\": \"Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker\", \"asin\": \"B07SVN8D8V\", \"price\": \"$18.45\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members Arrives before Easter Only 2 left in stock - order soon.\"},\n{\"title\": \"KIT KAT and REESE'S Assorted Milk Chocolate Candy Variety Bag, 80.39 oz (265 Pieces)\", \"asin\": \"B07CLDLHDQ\", \"price\": \"$29.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"B07XFYVQ4F\", \"price\": \"$9.60\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"KIT KAT Chocolate Bars Miniatures, 32oz (2LB) Bulk Candy, Assorted Miniatures, (White, Milk, Dark Chocolate) - 2 Pound\", \"asin\": \"B0CQKNHCBW\", \"price\": \"$24.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Lemon Creme Wafer Candy Bars, Easter, 9 oz Bag\", \"asin\": \"B084MB8P87\", \"price\": \"$12.95\", \"delivery\": \"FREE delivery Apr 14 - 16 for Prime members Arrives before Easter\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:39:46.299Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "mini kit kat"}],
"promotion_items": [{"title": "KitKatBars 6 Pack Variety Bundle Pack, 1.5 Ounce (Pack of 6) Chocolate Candy Bars, 6 Flavors - Vanilla, Dark Chocolate, Duo Mint, Classic, Birthday Cake, White Chocolate\nAssorted1.5 Ounce (Pack of 6)", "asin": "B0DN7STM8C", "price": "$13.99", "quantity": ""},
{"title": "Tony's Chocolonely Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\nCacao6 Piece Set", "asin": "B08PX2V7S8", "price": "$9.98", "quantity": ""},
{"title": "Kitkat Candy Bars, 5lb Bag of Mini Chocolate Bars, Ideal Kit Kats in Bulk for Candy Buffets, Gift Baskets, and Office Treats, Perfect Mini Candy Bars for Snacking, Sharing, and Parties\nChocolate Bars", "asin": "B0CVJ2B7C5", "price": "$32.95", "quantity": ""},
{"title": "KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)\nMilk Chocolate", "asin": "B0C3T1MR41", "price": "$24.76", "quantity": ""},
{"title": "Tony's Chocolonely Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\nSuper Duper Milk Bundle6 Count (Pack of 1)", "asin": "B07T4TKWWH", "price": "$27.41", "quantity": ""},
{"title": "51 Japanese Snacks Box 40 Japanese Candy and 10 Japanese KitKat assortment 1 Ramune bottle", "asin": "B0C4KPSPTX", "price": "$36.97", "quantity": ""},
{"title": "Tony's Chocolonely Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\nCacao6 Piece Set", "asin": "B08PX2V7S8", "price": "$9.98", "quantity": ""},
{"title": "Tony's Chocolonely Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\nSuper Duper Milk Bundle6 Count (Pack of 1)", "asin": "B07T4TKWWH", "price": "$27.41", "quantity": ""},
{"title": "Tony's Chocolonely 70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars\nDark4 Count (Pack of 1)", "asin": "B087K17C7Q", "price": "$19.88", "quantity": ""},
{"title": "KitKatBars 6 Pack Variety Bundle Pack, 1.5 Ounce (Pack of 6) Chocolate Candy Bars, 6 Flavors - Vanilla, Dark Chocolate, Duo Mint, Classic, Birthday Cake, White Chocolate\nAssorted1.5 Ounce (Pack of 6)", "asin": "B0DN7STM8C", "price": "$13.99", "quantity": ""},
{"title": "Kandy Korner Chocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb", "asin": "B0CVJ3DFP6", "price": "$17.95", "quantity": ""},
{"title": "7th Heaven, Vegan Oat Milk Chocolate Bar Variety Pack, Classic Chocolate, Sea Salt Caramel, Cookies & Cream, Hazelnut Crunch & Peanut Butter Cream (3.5oz Full Size Candy Bars - 5 Packs) - Perfect for Easter Candy, Plant Based Dairy Free Chocolate with Peanut Butter Filling, Fair Trade Cocoa & Coconut Oil, Kosher Parve\nVariety Pack", "asin": "B0CGVSP714", "price": "$39.95", "quantity": ""}],
"search_results": [{"title": "KitKatBars 6 Pack Variety Bundle Pack, 1.5 Ounce (Pack of 6) Chocolate Candy Bars, 6 Flavors - Vanilla, Dark Chocolate, Duo Mint, Classic, Birthday Cake, White Chocolate", "asin": "B0DN7STM8C", "price": "$13.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Kitkat Candy Bars, 5lb Bag of Mini Chocolate Bars, Ideal Kit Kats in Bulk for Candy Buffets, Gift Baskets, and Office Treats, Perfect Mini Candy Bars for Snacking, Sharing, and Parties", "asin": "B0CVJ2B7C5", "price": "$32.95", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Chocolate Wafer Valentine To & From Bars \u2013 5 Pounds (Approx. 155 Bars), Individually Wrapped Snack Size", "asin": "B0DSCBL6JD", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 24 Count Box Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars", "asin": "B0DJCFPNSF", "price": "$24.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Assorted Individually Wrapped Easter Chocolate Candy Variety Pack of Bulk, Ideal Mix for Easter Baskets, Egg Hunts, Spring Parties, Candy Dishes, Special Occasions and Snacking, Perfect Assortment for Chocolate Lovers - 5lb", "asin": "B0DNG78JG4", "price": "$26.95", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Pantry Pack, 12.25 oz (25 Pieces)", "asin": "B09JJYGCDH", "price": "$9.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Milk Chocolate Wafer Candy Bars, 1.5 oz (36 Count)", "asin": "B000IXUK2W", "price": "$33.98", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM Arrives before Easter"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Bag, 32.34 oz (66 Pieces)", "asin": "B077CG8JR8", "price": "$14.84", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Easter"},
{"title": "KIT KAT and REESE'S Assorted Milk Chocolate Candy Variety Box, 27.3 oz (18 Count)", "asin": "B005CUK20Q", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter"},
{"title": "BIG KAT Milk Chocolate Wafer Candy Bars, 1.5 oz (24 Count)", "asin": "B07XGMP5D2", "price": "$23.64", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Bag, 10.78 oz", "asin": "B000T3O8RO", "price": "$4.99", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars", "asin": "B08PX2V7S8"},
{"title": "Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars", "asin": "B07T4TKWWH", "price": "$27.41", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM Arrives before Easter"},
{"title": "70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars", "asin": "B087K17C7Q", "price": "$19.88", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Chocolate Assorted Bulk Candy - 5 LB Chocolate Candy Variety Pack - Bulk Chocolate, Milk Chocolate Candy, Dark Chocolate - Bulk Candy Mix for Candy Bags - Candy - Chocolate Candy Variety Pack (5LBS)", "asin": "B0CZSG91C3", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM Arrives before Easter"},
{"title": "4 Finger, 4x45g, Multipack", "asin": "B00GMA7F0U", "price": "$6.65", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate", "asin": "B0C4KPXVD7", "price": "$20.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Miniatures Milk Chocolate Wafer Candy Share Pack, 10.1 oz", "asin": "B07N1X89YD", "price": "$4.99", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size", "asin": "B0DKMPKP67", "price": "$12.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Bulk Chocolate Assortment Variety Pack - Chocolate Candy Variety Pack - 5 lb Bag of Mixed Bulk Chocolate, Milk Chocolate, Dark Chocolate, Bars and more! Bulk Candy Mix for Candy Bags - Candy - Chocolate (5 LBS)", "asin": "B0CLMCDX3Z", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Bar Miniatures 5 Pounds Approx 150 PiecesBulk Candy Individually Wrapped - Chocolate Candy Crisp Wafers in Milk Chocolate, Ideal for Pinata Candy, Office Snacks, Parties, and Holidays - Milk Chocolate Candy Snacks For Adults & Kids", "asin": "B0CW6J8HRY", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "CRUNCH, Baby Ruth and 100 Grand, Bulk 60 Pack, Assorted Fun Size Chocolate Candy Bars, Stocking Stuffers, 37.2 oz", "asin": "B09NMX9CGB", "price": "$14.74", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter"},
{"title": "Kit Kat Chocolate Gift Box \u2013 Delightful Milk Chocolate Bars in a Elegant Red Box \u2013 A Sweet Mother\u2019s Day Gift for Mom, Perfect for Sharing & Celebrating", "asin": "B0DS6HNRY1", "price": "$14.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KitKat Vegan 4 Finger Organic Plant Based Chocolate Bar 6 Pack 41.5g, Dairy Free Bars, Healthy Chocolate 1.46 Ounce", "asin": "B0CR6GYPKV", "price": "$19.01", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KlT-KAT Milk Chocolate Wafer Snack Size, Candy Bag (2 LB)", "asin": "B0DF9FSF2K", "price": "$18.80", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 20 left in stock - order soon."},
{"title": "DUOS Dark Chocolate Mint Wafer Candy Bars, 1.5 oz (24 Count)", "asin": "B07SFB5PC8", "price": "$28.39", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "B0DG4YPR4N", "price": "$13.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Bulk 36 Count, Milk Chocolate and Crisped Rice, Full Size Halloween Candy, 1.55 oz Each", "asin": "B000V9EIJY", "price": "$35.69", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM Arrives before Easter"},
{"title": "Top 3 Milk Chocolate Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars", "asin": "B0CHXKJC7C", "price": "$27.41", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Dark Chocolate Wafer Candy Bars, 1.5 oz (24 Count)", "asin": "B003GYOFT4", "price": "$29.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)", "asin": "B0C3T1MR41", "price": "$24.76", "delivery": "$3.99 delivery Fri, Apr 18 Or fastest delivery Mon, Apr 14 Arrives before Easter"},
{"title": "Kit KatMiniatures Chocolate Candy - Bite-Sized Milk Chocolate Wafers - Individually Wrapped - Bulk Pack - 1 Pound", "asin": "B09ZJC2JQB", "price": "$14.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "B0BTXW2M9H", "price": "$18.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KIT KAT and REESE'S Assorted Milk Chocolate Flavored Candy Party Pack, 33.36 oz", "asin": "B082YVBLHD", "price": "$14.84", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "White Creme Wafer Candy Bars, 1.5 oz (24 Count)", "asin": "B001IZBIRA", "price": "$19.95", "delivery": "FREE delivery Apr 15 - 18 Or fastest delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Kit Kat Bar 4 Finger England (24 Pack)", "asin": "B000JZHE6Y", "price": "$28.55", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "BIG KAT 5 CRISP WAFERS IN MILK CHOCOLATE 1.5 OZ EACH 24 BARS", "asin": "B086NYCN46", "price": "$29.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KitKat Vegan 4 Finger Organic Plant Based Chocolate Bar 12 Pack 41.5g, Dairy Free Bars, Healthy Chocolate 1.46 Ounce", "asin": "B0CR6JJRW3", "price": "$27.27", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KitKat Chunky Peanut Butter 24 Pieces (1008g)", "asin": "B00CDZE4P2", "price": "$38.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Kit KatLemon Crisp Easter Assortment Miniatures, Lemon Flavored Wafers in White Creme Miniature Chocolate Candy Bars - 2 Pounds", "asin": "B088MGHFVD", "price": "$24.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Milk Chocolate Wafer Candy Bars, 1.5 oz (6 Count)", "asin": "B01M7UJ2TN", "price": "$6.49", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Kit Kat Chocolate Gift Box \u2013 Delightful Milk Chocolate Bars in a Elegant Red Box \u2013 A Sweet Mother\u2019s Day Gift for Mom, Perfect for Sharing & Celebrating", "asin": "B0DS6HNRY1", "price": "$14.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "B075LSV11Y", "price": "$24.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter Only 20 left in stock - order soon."},
{"title": "KitKat Chunky, 24er Pack (24 x 48 g)", "asin": "B0081BZJWO", "price": "$39.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Birthday Cake Flavored Creme with Sprinkles, Bulk, Individually Wrapped Wafer Candy Bars, 1.5 oz (24 Count)", "asin": "B0B3529KJC", "price": "$17.95", "delivery": "FREE delivery Apr 15 - 16 Or fastest delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Minis Unwrapped Chocolate Bar - 2 Packs (7.6oz Each) - Candy Chocolate Unwrapped pack - Halloween Candy, Chocolate Candy Bars, Milk Chocolate, Chocolate Wafer, Ideal for Snacks and Mini Chocolate Gifts", "asin": "B0DFZ4W5NY", "price": "$14.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon."},
{"title": "KIT KAT Chocolatey Cereal, Crispy Breakfast Cereal Made with Whole Grain, 11.5 oz", "asin": "B0BVTMM9LS", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10"},
{"title": "Minis Unwrapped Milk Chocolate Wafer Candy Bag, 7.6 oz", "asin": "B07N22DPDL", "price": "$5.89", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)", "asin": "B0DG5GDFXY", "price": "$13.20", "delivery": " Two-Day FREE delivery Fri, Apr 11"},
{"title": "NESTL\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams", "asin": "B0BXWPBST4", "price": "$7.58", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "NESTL\u00c9 Mini Chocolate Bar Adult Sweetness Dark Matcha 10pcs", "asin": "B0BXWM2MXD", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10"},
{"title": "Miniatures Milk Chocolate Wafer, Easter Candy Bag, 9.6 oz", "asin": "B0CJVMMR92"},
{"title": "Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY", "asin": "B01GYSUKTM", "price": "$17.99", "delivery": "FREE delivery Apr 16 - 18 Or fastest delivery Apr 14 - 15 Arrives before Easter"},
{"title": "Vanilla Flavored Wafer Candy Bars, 1.5 oz (24 Count)", "asin": "B0DBR3BX4B", "price": "$19.47", "delivery": "FREE delivery Apr 15 - 16 Or fastest delivery Fri, Apr 11 Arrives before Easter"},
{"title": "24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon."},
{"title": "Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "B09HR3WQZ9", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KitKat, Fudge Sundae Cones, 8 Count (Frozen)", "asin": "B07YVXYP18", "price": "$7.99", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Kit Kat Mini Chocolate Bars-1.5 lbs Milk Chocolate Kit Kat Mini Individually Wrapped Bulk Pack-Crisp Wafer Kit Kat in Bulk - Perfect Snack Size for Sharing and Enjoyment(24 oz)", "asin": "B0DKVQPCNY", "price": "$18.90", "delivery": "FREE delivery Apr 15 - 17 for Prime members Arrives before Easter"},
{"title": "Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker", "asin": "B07SVN8D8V", "price": "$18.45", "delivery": "FREE delivery Mon, Apr 14 for Prime members Arrives before Easter Only 2 left in stock - order soon."},
{"title": "KIT KAT and REESE'S Assorted Milk Chocolate Candy Variety Bag, 80.39 oz (265 Pieces)", "asin": "B07CLDLHDQ", "price": "$29.95", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "chocolate strawberry 12 bars 1 bags Japan import", "asin": "B07XFYVQ4F", "price": "$9.60", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KIT KAT Chocolate Bars Miniatures, 32oz (2LB) Bulk Candy, Assorted Miniatures, (White, Milk, Dark Chocolate) - 2 Pound", "asin": "B0CQKNHCBW", "price": "$24.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Lemon Creme Wafer Candy Bars, Easter, 9 oz Bag", "asin": "B084MB8P87", "price": "$12.95", "delivery": "FREE delivery Apr 14 - 16 for Prime members Arrives before Easter"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T20:39:46.299Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-09T20:39:46.299Z
|
click
|
search
|
rule
|
2025-04-09T20:39:46.299Z
|
click
|
search
|
train
| 615 |
2025-04-09T20:39:46.299Z
|
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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "mini kit kat"}],
"promotion_items": [{"title": "KitKatBars 6 Pack Variety Bundle Pack, 1.5 Ounce (Pack of 6) Chocolate Candy Bars, 6 Flavors - Vanilla, Dark Chocolate, Duo Mint, Classic, Birthday Cake, White Chocolate\nAssorted1.5 Ounce (Pack of 6)", "asin": "B0DN7STM8C", "price": "$13.99", "quantity": ""},
{"title": "Tony's Chocolonely Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\nCacao6 Piece Set", "asin": "B08PX2V7S8", "price": "$9.98", "quantity": ""},
{"title": "Kitkat Candy Bars, 5lb Bag of Mini Chocolate Bars, Ideal Kit Kats in Bulk for Candy Buffets, Gift Baskets, and Office Treats, Perfect Mini Candy Bars for Snacking, Sharing, and Parties\nChocolate Bars", "asin": "B0CVJ2B7C5", "price": "$32.95", "quantity": ""},
{"title": "KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)\nMilk Chocolate", "asin": "B0C3T1MR41", "price": "$24.76", "quantity": ""},
{"title": "Tony's Chocolonely Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\nSuper Duper Milk Bundle6 Count (Pack of 1)", "asin": "B07T4TKWWH", "price": "$27.41", "quantity": ""},
{"title": "51 Japanese Snacks Box 40 Japanese Candy and 10 Japanese KitKat assortment 1 Ramune bottle", "asin": "B0C4KPSPTX", "price": "$36.97", "quantity": ""},
{"title": "Tony's Chocolonely Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\nCacao6 Piece Set", "asin": "B08PX2V7S8", "price": "$9.98", "quantity": ""},
{"title": "Tony's Chocolonely Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\nSuper Duper Milk Bundle6 Count (Pack of 1)", "asin": "B07T4TKWWH", "price": "$27.41", "quantity": ""},
{"title": "Tony's Chocolonely 70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars\nDark4 Count (Pack of 1)", "asin": "B087K17C7Q", "price": "$19.88", "quantity": ""},
{"title": "KitKatBars 6 Pack Variety Bundle Pack, 1.5 Ounce (Pack of 6) Chocolate Candy Bars, 6 Flavors - Vanilla, Dark Chocolate, Duo Mint, Classic, Birthday Cake, White Chocolate\nAssorted1.5 Ounce (Pack of 6)", "asin": "B0DN7STM8C", "price": "$13.99", "quantity": ""},
{"title": "Kandy Korner Chocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb", "asin": "B0CVJ3DFP6", "price": "$17.95", "quantity": ""},
{"title": "7th Heaven, Vegan Oat Milk Chocolate Bar Variety Pack, Classic Chocolate, Sea Salt Caramel, Cookies & Cream, Hazelnut Crunch & Peanut Butter Cream (3.5oz Full Size Candy Bars - 5 Packs) - Perfect for Easter Candy, Plant Based Dairy Free Chocolate with Peanut Butter Filling, Fair Trade Cocoa & Coconut Oil, Kosher Parve\nVariety Pack", "asin": "B0CGVSP714", "price": "$39.95", "quantity": ""}],
"search_results": [{"title": "KitKatBars 6 Pack Variety Bundle Pack, 1.5 Ounce (Pack of 6) Chocolate Candy Bars, 6 Flavors - Vanilla, Dark Chocolate, Duo Mint, Classic, Birthday Cake, White Chocolate", "asin": "B0DN7STM8C", "price": "$13.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Kitkat Candy Bars, 5lb Bag of Mini Chocolate Bars, Ideal Kit Kats in Bulk for Candy Buffets, Gift Baskets, and Office Treats, Perfect Mini Candy Bars for Snacking, Sharing, and Parties", "asin": "B0CVJ2B7C5", "price": "$32.95", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Chocolate Wafer Valentine To & From Bars \u2013 5 Pounds (Approx. 155 Bars), Individually Wrapped Snack Size", "asin": "B0DSCBL6JD", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 24 Count Box Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars", "asin": "B0DJCFPNSF", "price": "$24.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Assorted Individually Wrapped Easter Chocolate Candy Variety Pack of Bulk, Ideal Mix for Easter Baskets, Egg Hunts, Spring Parties, Candy Dishes, Special Occasions and Snacking, Perfect Assortment for Chocolate Lovers - 5lb", "asin": "B0DNG78JG4", "price": "$26.95", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Pantry Pack, 12.25 oz (25 Pieces)", "asin": "B09JJYGCDH", "price": "$9.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Milk Chocolate Wafer Candy Bars, 1.5 oz (36 Count)", "asin": "B000IXUK2W", "price": "$33.98", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM Arrives before Easter"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Bag, 32.34 oz (66 Pieces)", "asin": "B077CG8JR8", "price": "$14.84", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Easter"},
{"title": "KIT KAT and REESE'S Assorted Milk Chocolate Candy Variety Box, 27.3 oz (18 Count)", "asin": "B005CUK20Q", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter"},
{"title": "BIG KAT Milk Chocolate Wafer Candy Bars, 1.5 oz (24 Count)", "asin": "B07XGMP5D2", "price": "$23.64", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Bag, 10.78 oz", "asin": "B000T3O8RO", "price": "$4.99", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars", "asin": "B08PX2V7S8"},
{"title": "Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars", "asin": "B07T4TKWWH", "price": "$27.41", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM Arrives before Easter"},
{"title": "70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars", "asin": "B087K17C7Q", "price": "$19.88", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Chocolate Assorted Bulk Candy - 5 LB Chocolate Candy Variety Pack - Bulk Chocolate, Milk Chocolate Candy, Dark Chocolate - Bulk Candy Mix for Candy Bags - Candy - Chocolate Candy Variety Pack (5LBS)", "asin": "B0CZSG91C3", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM Arrives before Easter"},
{"title": "4 Finger, 4x45g, Multipack", "asin": "B00GMA7F0U", "price": "$6.65", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate", "asin": "B0C4KPXVD7", "price": "$20.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Miniatures Milk Chocolate Wafer Candy Share Pack, 10.1 oz", "asin": "B07N1X89YD", "price": "$4.99", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size", "asin": "B0DKMPKP67", "price": "$12.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Bulk Chocolate Assortment Variety Pack - Chocolate Candy Variety Pack - 5 lb Bag of Mixed Bulk Chocolate, Milk Chocolate, Dark Chocolate, Bars and more! Bulk Candy Mix for Candy Bags - Candy - Chocolate (5 LBS)", "asin": "B0CLMCDX3Z", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Bar Miniatures 5 Pounds Approx 150 PiecesBulk Candy Individually Wrapped - Chocolate Candy Crisp Wafers in Milk Chocolate, Ideal for Pinata Candy, Office Snacks, Parties, and Holidays - Milk Chocolate Candy Snacks For Adults & Kids", "asin": "B0CW6J8HRY", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "CRUNCH, Baby Ruth and 100 Grand, Bulk 60 Pack, Assorted Fun Size Chocolate Candy Bars, Stocking Stuffers, 37.2 oz", "asin": "B09NMX9CGB", "price": "$14.74", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter"},
{"title": "Kit Kat Chocolate Gift Box \u2013 Delightful Milk Chocolate Bars in a Elegant Red Box \u2013 A Sweet Mother\u2019s Day Gift for Mom, Perfect for Sharing & Celebrating", "asin": "B0DS6HNRY1", "price": "$14.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KitKat Vegan 4 Finger Organic Plant Based Chocolate Bar 6 Pack 41.5g, Dairy Free Bars, Healthy Chocolate 1.46 Ounce", "asin": "B0CR6GYPKV", "price": "$19.01", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KlT-KAT Milk Chocolate Wafer Snack Size, Candy Bag (2 LB)", "asin": "B0DF9FSF2K", "price": "$18.80", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 20 left in stock - order soon."},
{"title": "DUOS Dark Chocolate Mint Wafer Candy Bars, 1.5 oz (24 Count)", "asin": "B07SFB5PC8", "price": "$28.39", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "B0DG4YPR4N", "price": "$13.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Bulk 36 Count, Milk Chocolate and Crisped Rice, Full Size Halloween Candy, 1.55 oz Each", "asin": "B000V9EIJY", "price": "$35.69", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM Arrives before Easter"},
{"title": "Top 3 Milk Chocolate Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars", "asin": "B0CHXKJC7C", "price": "$27.41", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Dark Chocolate Wafer Candy Bars, 1.5 oz (24 Count)", "asin": "B003GYOFT4", "price": "$29.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)", "asin": "B0C3T1MR41", "price": "$24.76", "delivery": "$3.99 delivery Fri, Apr 18 Or fastest delivery Mon, Apr 14 Arrives before Easter"},
{"title": "Kit KatMiniatures Chocolate Candy - Bite-Sized Milk Chocolate Wafers - Individually Wrapped - Bulk Pack - 1 Pound", "asin": "B09ZJC2JQB", "price": "$14.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "B0BTXW2M9H", "price": "$18.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KIT KAT and REESE'S Assorted Milk Chocolate Flavored Candy Party Pack, 33.36 oz", "asin": "B082YVBLHD", "price": "$14.84", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "White Creme Wafer Candy Bars, 1.5 oz (24 Count)", "asin": "B001IZBIRA", "price": "$19.95", "delivery": "FREE delivery Apr 15 - 18 Or fastest delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Kit Kat Bar 4 Finger England (24 Pack)", "asin": "B000JZHE6Y", "price": "$28.55", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "BIG KAT 5 CRISP WAFERS IN MILK CHOCOLATE 1.5 OZ EACH 24 BARS", "asin": "B086NYCN46", "price": "$29.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KitKat Vegan 4 Finger Organic Plant Based Chocolate Bar 12 Pack 41.5g, Dairy Free Bars, Healthy Chocolate 1.46 Ounce", "asin": "B0CR6JJRW3", "price": "$27.27", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KitKat Chunky Peanut Butter 24 Pieces (1008g)", "asin": "B00CDZE4P2", "price": "$38.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Kit KatLemon Crisp Easter Assortment Miniatures, Lemon Flavored Wafers in White Creme Miniature Chocolate Candy Bars - 2 Pounds", "asin": "B088MGHFVD", "price": "$24.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Milk Chocolate Wafer Candy Bars, 1.5 oz (6 Count)", "asin": "B01M7UJ2TN", "price": "$6.49", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Kit Kat Chocolate Gift Box \u2013 Delightful Milk Chocolate Bars in a Elegant Red Box \u2013 A Sweet Mother\u2019s Day Gift for Mom, Perfect for Sharing & Celebrating", "asin": "B0DS6HNRY1", "price": "$14.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "B075LSV11Y", "price": "$24.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter Only 20 left in stock - order soon."},
{"title": "KitKat Chunky, 24er Pack (24 x 48 g)", "asin": "B0081BZJWO", "price": "$39.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Birthday Cake Flavored Creme with Sprinkles, Bulk, Individually Wrapped Wafer Candy Bars, 1.5 oz (24 Count)", "asin": "B0B3529KJC", "price": "$17.95", "delivery": "FREE delivery Apr 15 - 16 Or fastest delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Minis Unwrapped Chocolate Bar - 2 Packs (7.6oz Each) - Candy Chocolate Unwrapped pack - Halloween Candy, Chocolate Candy Bars, Milk Chocolate, Chocolate Wafer, Ideal for Snacks and Mini Chocolate Gifts", "asin": "B0DFZ4W5NY", "price": "$14.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon."},
{"title": "KIT KAT Chocolatey Cereal, Crispy Breakfast Cereal Made with Whole Grain, 11.5 oz", "asin": "B0BVTMM9LS", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10"},
{"title": "Minis Unwrapped Milk Chocolate Wafer Candy Bag, 7.6 oz", "asin": "B07N22DPDL", "price": "$5.89", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)", "asin": "B0DG5GDFXY", "price": "$13.20", "delivery": " Two-Day FREE delivery Fri, Apr 11"},
{"title": "NESTL\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams", "asin": "B0BXWPBST4", "price": "$7.58", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "NESTL\u00c9 Mini Chocolate Bar Adult Sweetness Dark Matcha 10pcs", "asin": "B0BXWM2MXD", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10"},
{"title": "Miniatures Milk Chocolate Wafer, Easter Candy Bag, 9.6 oz", "asin": "B0CJVMMR92"},
{"title": "Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY", "asin": "B01GYSUKTM", "price": "$17.99", "delivery": "FREE delivery Apr 16 - 18 Or fastest delivery Apr 14 - 15 Arrives before Easter"},
{"title": "Vanilla Flavored Wafer Candy Bars, 1.5 oz (24 Count)", "asin": "B0DBR3BX4B", "price": "$19.47", "delivery": "FREE delivery Apr 15 - 16 Or fastest delivery Fri, Apr 11 Arrives before Easter"},
{"title": "24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon."},
{"title": "Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "B09HR3WQZ9", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KitKat, Fudge Sundae Cones, 8 Count (Frozen)", "asin": "B07YVXYP18", "price": "$7.99", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Kit Kat Mini Chocolate Bars-1.5 lbs Milk Chocolate Kit Kat Mini Individually Wrapped Bulk Pack-Crisp Wafer Kit Kat in Bulk - Perfect Snack Size for Sharing and Enjoyment(24 oz)", "asin": "B0DKVQPCNY", "price": "$18.90", "delivery": "FREE delivery Apr 15 - 17 for Prime members Arrives before Easter"},
{"title": "Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker", "asin": "B07SVN8D8V", "price": "$18.45", "delivery": "FREE delivery Mon, Apr 14 for Prime members Arrives before Easter Only 2 left in stock - order soon."},
{"title": "KIT KAT and REESE'S Assorted Milk Chocolate Candy Variety Bag, 80.39 oz (265 Pieces)", "asin": "B07CLDLHDQ", "price": "$29.95", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "chocolate strawberry 12 bars 1 bags Japan import", "asin": "B07XFYVQ4F", "price": "$9.60", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KIT KAT Chocolate Bars Miniatures, 32oz (2LB) Bulk Candy, Assorted Miniatures, (White, Milk, Dark Chocolate) - 2 Pound", "asin": "B0CQKNHCBW", "price": "$24.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Lemon Creme Wafer Candy Bars, Easter, 9 oz Bag", "asin": "B084MB8P87", "price": "$12.95", "delivery": "FREE delivery Apr 14 - 16 for Prime members Arrives before Easter"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T20:39:46.299Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"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\": \"mini kit kat\"}],\n\"promotion_items\": [{\"title\": \"Kandy Korner\\nChocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb\", \"asin\": \"B0CVJ3DFP6\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Tony's Chocolonely\\nChocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\\nCacao6 Piece Set\", \"asin\": \"B08PX2V7S8\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)\\nMilk Chocolate\", \"asin\": \"B0C3T1MR41\", \"price\": \"$24.76\", \"quantity\": \"\"},\n{\"title\": \"Milk Chocolate \\\"To & From\\\" Bars with Crisp Wafer \\u2013 Treat (1.5Lb, Approx. 75 Pieces) \\u2013 Individually Wrapped for Gifting, Sharing, and Snacking\", \"asin\": \"B0DRDNXQM7\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Kit KatLemon Crisp Easter Assortment Miniatures, Lemon Flavored Wafers in White Creme Miniature Chocolate Candy Bars - 2 Pounds\\nLemon2 Pound (Pack of 2)\", \"asin\": \"B088MGHFVD\", \"price\": \"$24.98\", \"quantity\": \"\"},\n{\"title\": \"Twix Fun Size Candy Bars Left and Right, 2lb Pack of Bulk Chocolate Candy Individually Wrapped, Ideal Caramel Chocolate for Sharing with Friends, Perfect Twix Mini Candy Bars for Parties and Events\", \"asin\": \"B0DHT2TDBY\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Tony's Chocolonely\\nChocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\\nCacao6 Piece Set\", \"asin\": \"B08PX2V7S8\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Tony's Chocolonely\\nSuper Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\\nSuper Duper Milk Bundle6 Count (Pack of 1)\", \"asin\": \"B07T4TKWWH\", \"price\": \"$27.41\", \"quantity\": \"\"},\n{\"title\": \"Kandy Korner\\nChocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb\", \"asin\": \"B0CVJ3DFP6\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Tony's Chocolonely\\n70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars\\nDark4 Count (Pack of 1)\", \"asin\": \"B087K17C7Q\", \"price\": \"$19.88\", \"quantity\": \"\"},\n{\"title\": \"Butterfinger\\nCRUNCH, Baby Ruth and 100 Grand, Bulk 60 Pack, Assorted Fun Size Chocolate Candy Bars, Stocking Stuffers, 37.2 oz\\nChocolate60 Count (Pack of 1)\", \"asin\": \"B09NMX9CGB\", \"price\": \"$14.74\", \"quantity\": \"\"},\n{\"title\": \"Kinder Bueno\\nMini, 125 Count Party Pack, Milk Chocolate and Hazelnut Cream, Individually Wrapped Chocolate Bars, 23.8 oz\\nHazelnut125 Count (Pack of 1)\", \"asin\": \"B0CD31YXQB\", \"price\": \"$19.49\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Crispy Wafer Miniatures \\u2013 10LB (Approx. 300 Pieces) \\u2013 Individually Wrapped Milk Chocolate Easter Candy for Snacking, Sharing & Basket Fillers\", \"asin\": \"B0DYHTD3CV\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Or fastest delivery Mon, Apr 14 Arrives before Easter\"},\n{\"title\": \"Milk Chocolate \\\"To & From\\\" Bars with Crisp Wafer \\u2013 Treat (1.5Lb, Approx. 75 Pieces) \\u2013 Individually Wrapped for Gifting, Sharing, and Snacking\", \"asin\": \"B0DRDNXQM7\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Chocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb\", \"asin\": \"B0CVJ3DFP6\", \"price\": \"$17.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"Chocolate Wafer Valentine To & From Bars \\u2013 5 Pounds (Approx. 155 Bars), Individually Wrapped Snack Size\", \"asin\": \"B0DSCBL6JD\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Twix Fun Size Candy Bars Left and Right, 2lb Pack of Bulk Chocolate Candy Individually Wrapped, Ideal Caramel Chocolate for Sharing with Friends, Perfect Twix Mini Candy Bars for Parties and Events\", \"asin\": \"B0DHT2TDBY\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"Milk Chocolate Wafer Snack Size, Candy Pantry Pack, 12.25 oz (25 Pieces)\", \"asin\": \"B09JJYGCDH\", \"price\": \"$9.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Milk Chocolate Wafer Snack Size, Candy Bag, 32.34 oz (66 Pieces)\", \"asin\": \"B077CG8JR8\", \"price\": \"$14.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Easter\"},\n{\"title\": \"Milk Chocolate Wafer Snack Size, Candy Jumbo Bag, 20.1 oz\", \"asin\": \"B00CP3LMEI\", \"price\": \"$7.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter\"},\n{\"title\": \"Kit KatMiniatures Chocolate Candy - Bite-Sized Milk Chocolate Wafers - Individually Wrapped - Bulk Pack - 1 Pound\", \"asin\": \"B09ZJC2JQB\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Minis Unwrapped Chocolate Bar - 2 Packs (7.6oz Each) - Candy Chocolate Unwrapped pack - Halloween Candy, Chocolate Candy Bars, Milk Chocolate, Chocolate Wafer, Ideal for Snacks and Mini Chocolate Gifts\", \"asin\": \"B0DFZ4W5NY\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon.\"},\n{\"title\": \"Milk Chocolate \\\"To & From\\\" Bars with Crisp Wafer \\u2013 Treat (1.5Lb, Approx. 75 Pieces) \\u2013 Individually Wrapped for Gifting, Sharing, and Snacking\", \"asin\": \"B0DRDNXQM7\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\", \"asin\": \"B08PX2V7S8\", \"price\": \"$9.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)\", \"asin\": \"B0C3T1MR41\", \"price\": \"$24.76\", \"delivery\": \"$3.99 delivery Fri, Apr 18 Or fastest delivery Mon, Apr 14 Arrives before Easter\"},\n{\"title\": \"KIT KAT Miniatures Wafer Candy Bars (Assorted)\", \"asin\": \"B0BTMWWYTK\", \"price\": \"$26.31\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"Easter Chocolate Candy Variety Pack - HERSHEY\\u2019S KISSES, KITKAT Bars, REESEScups (3 Pound Bag - Approx. 200 Count)\", \"asin\": \"B0CXNSZ74D\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Apr 14 - 15 Arrives before Easter\"},\n{\"title\": \"KIT KAT and REESE'S Assorted Milk Chocolate Flavored Candy Party Pack, 33.36 oz\", \"asin\": \"B082YVBLHD\", \"price\": \"$14.84\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"KIT KAT Chocolate Bars Miniatures, 32oz (2LB) Bulk Candy, Assorted Miniatures, (White, Milk, Dark Chocolate) - 2 Pound\", \"asin\": \"B0CQKNHCBW\", \"price\": \"$24.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Kit Kat Mini Chocolate Bars-1.5 lbs Milk Chocolate Kit Kat Mini Individually Wrapped Bulk Pack-Crisp Wafer Kit Kat in Bulk - Perfect Snack Size for Sharing and Enjoyment(24 oz)\", \"asin\": \"B0DKVQPCNY\", \"price\": \"$18.90\", \"delivery\": \"FREE delivery Apr 15 - 17 for Prime members Arrives before Easter\"},\n{\"title\": \"KlT-KAT Milk Chocolate Wafer Snack Size, Candy Bag (2 LB)\", \"asin\": \"B0DF9FSF2K\", \"price\": \"$18.80\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 20 left in stock - order soon.\"},\n{\"title\": \"Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\", \"asin\": \"B07T4TKWWH\", \"price\": \"$27.41\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM Arrives before Easter\"},\n{\"title\": \"Reeces Milk Chocolate Miniature Peanut Butter Cups, Individually Wrapped 1.5 lbs-Crunchy Milk Chocolate Filled With Creamy Peanut Butter That Melts In Your Mouth-Kosher and Gluten Free(24 oz)\", \"asin\": \"B0F223J3CP\", \"price\": \"$13.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Assorted Individually Wrapped Easter Chocolate Candy Variety Pack of Bulk, Ideal Mix for Easter Baskets, Egg Hunts, Spring Parties, Candy Dishes, Special Occasions and Snacking, Perfect Assortment for Chocolate Lovers - 5lb\", \"asin\": \"B0DNG78JG4\", \"price\": \"$26.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars\", \"asin\": \"B087K17C7Q\", \"price\": \"$19.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"Miniatures Milk Chocolate Wafer Candy Share Pack, 10.1 oz\", \"asin\": \"B07N1X89YD\", \"price\": \"$4.99\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n{\"title\": \"Minis Unwrapped Milk Chocolate Wafer Candy Bag, 7.6 oz\", \"asin\": \"B07N22DPDL\", \"price\": \"$5.89\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n{\"title\": \"Milk Chocolate Wafer Snack Size, Candy Bag, 10.78 oz\", \"asin\": \"B000T3O8RO\", \"price\": \"$4.99\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n{\"title\": \"Milk Chocolate Wafer Snack Size, Candy Bars, 0.49 oz (8 Count)\", \"asin\": \"B000WG4DCI\", \"price\": \"$1.99\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n{\"title\": \"Top 3 Milk Chocolate Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\", \"asin\": \"B0CHXKJC7C\", \"price\": \"$27.41\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Lindtbars Easter Classic Recipe Hazelnut Milk Chocolate Bars, Cute Red Heart Shaped Tin Stuffed with Mini Llndt Bars of Candy Chocolate Great For Easter Stuffer and All Year\", \"asin\": \"B0DTVNMY4M\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)\", \"asin\": \"B0C3T1MR41\", \"price\": \"$24.76\", \"delivery\": \"$3.99 delivery Fri, Apr 18 Or fastest delivery Mon, Apr 14 Arrives before Easter\"},\n{\"title\": \"Minis 180g Pouch {Imported from Canada}\", \"asin\": \"B07DMRY2RJ\", \"price\": \"$9.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter Only 4 left in stock - order soon.\"},\n{\"title\": \"Chocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb\", \"asin\": \"B0CVJ3DFP6\", \"price\": \"$17.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"KitKat Red Crisp Wafers Miniatures Milk Chocolate Candy Bars - Individually Wrapped - Bulk Pack - 2 Pound (Pack of 1)\", \"asin\": \"B01N2898C9\"},\n{\"title\": \"KitKt Bulk Miniatures Bars Valentine's Candy 1.5 lb - Individually Wrapped Bulk Milk Chocolate Wafer Candy Bars For Parties, Gifts & Treats\", \"asin\": \"B0DSJSQC4M\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"KltKat Chocolate Wafer To & From Exchange \\u2013 1 Pounds (Approx. 30 Bars), Individually Wrapped Snack Size Bars\", \"asin\": \"B0DT4ZH6BY\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size\", \"asin\": \"B0DKMPKP67\", \"price\": \"$12.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Miniatures Assorted Chocolate and White Creme Wafer Candy Bars in Bulk for Party Favors - Individually Wrapped Kitkat Candy Bars Fun Sharing Size Perfect for Snacking, Adults and Kids, 2lb\", \"asin\": \"B0CPFTGT8B\"},\n{\"title\": \"KltKat Milk Chocolate \\\"To and From\\\" Approx. 32 Pieces Bars with Crisp Wafer Individually Wrapped for Gifting, Sharing, and Snacking\", \"asin\": \"B0DT4Y6P5C\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 5 left in stock - order soon.\"},\n{\"title\": \"Kit KatLemon Crisp Easter Assortment Miniatures, Lemon Flavored Wafers in White Creme Miniature Chocolate Candy Bars - 2 Pounds\", \"asin\": \"B088MGHFVD\", \"price\": \"$24.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"B09HR3WQZ9\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"KIT KAT Chocolate Bars Miniatures, 64oz (4LB) Bulk Candy, Assorted Miniatures, (White, Milk, Dark Chocolate) - 4 Pound (Pack of 1)\", \"asin\": \"B07HKRFZ8X\", \"price\": \"$28.95\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"KitKat Miniatures Crisp Wafers, Dark Chocolate Snack Size (Pack of 2 Pounds)\", \"asin\": \"B07MQVVDJ3\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Arrives before Easter Only 2 left in stock - order soon.\"},\n{\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"B0DG4YPR4N\", \"price\": \"$13.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon.\"},\n{\"title\": \"NESTL\\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams\", \"asin\": \"B0BXWPBST4\", \"price\": \"$7.58\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Kit Kat Milk Chocolate Mini EASTER Eggs 2 Pounds Apporx 125 Eggs\", \"asin\": \"B0CMRC8KL4\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Unwrapped Mini Milk Chocolate in Crispy Wafers, 3.8 Ounce (Pack of 2)\", \"asin\": \"B08NZ6GSL2\"},\n{\"title\": \"Miniatures Milk Chocolate Wafer, Easter Candy Bag, 9.6 oz\", \"asin\": \"B0CJVMMR92\"},\n{\"title\": \"NESTL\\u00c9 Mini Chocolate Bar Adult Sweetness Dark Matcha 10pcs\", \"asin\": \"B0BXWM2MXD\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10\"},\n{\"title\": \"NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces\", \"asin\": \"B0C4G6FFJL\", \"price\": \"$5.79\", \"delivery\": \"FREE delivery Apr 14 - 16 for Prime members\"},\n{\"title\": \"Miniatures Milk Chocolate Wafer Candy Family Pack, 16.1 oz\", \"asin\": \"B07YSJPW1R\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Mon, Apr 14 Arrives before Easter Only 2 left in stock - order soon.\"},\n{\"title\": \"Miniatures\", \"asin\": \"B00C21TNGM\", \"price\": \"$10.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Kit Kat Miniatures Crisp Wafers, Dark Chocolate Snack Size, 8 Ounces, Approx 25 Bars (8 OZ)\", \"asin\": \"B0CL74K3JB\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Mini, 125 Count Party Pack, Milk Chocolate and Hazelnut Cream, Individually Wrapped Chocolate Bars, 23.8 oz\", \"asin\": \"B0CD31YXQB\", \"price\": \"$19.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Nestl\\u00e9 Mini Kit Kat Chocolate Bars, 25pcs, 312g/11oz.\", \"asin\": \"B09YS2DN2H\", \"price\": \"$16.99\", \"delivery\": \"$9.99 delivery Apr 18 - 23 Only 19 left in stock - order soon.\"},\n{\"title\": \"Nestl\\u00e9 KitKat Mini Adult Sweetness Strawberry 11 pcs\", \"asin\": \"B0B4JVVNMM\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"Miniatures Milk Chocolate Wafer, Valentine's Candy Bag, 9.6 oz\", \"asin\": \"B0992PW27X\", \"price\": \"$9.05\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 7 left in stock - order soon.\"},\n{\"title\": \"KIT KAT Miniatures Wafer Candy Bars (Assorted)\", \"asin\": \"B0BTMWWYTK\", \"price\": \"$26.31\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"Miniatures Milk Chocolate Wafer Candy Bars, Halloween, 10 Ounce (Pack of 1)\", \"asin\": \"B008BTT648\", \"price\": \"$2.99\", \"delivery\": \"$5.99 delivery Thu, Apr 24 Or fastest delivery Apr 18 - 21\"},\n{\"title\": \"Japanese KitKat Blueberry Cheese Cake Box 4.2oz - 9 Mini Bar\", \"asin\": \"B0DXZ7XMJB\", \"price\": \"$24.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11\"},\n{\"title\": \"Kit Kat Chocolate Mini Bars \\u2013 2 Pound Bag (Approx. 70 Bars) \\u2013 Great for Sharing and Candy Jars\", \"asin\": \"B0DHDDDZ2P\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Mon, Apr 14 Arrives before Easter Only 2 left in stock - order soon.\"},\n{\"title\": \"Valetines Day KltKat-mini Miniatures 30+ bars Crisp Wafers, Dark Chocolate Snack Size\", \"asin\": \"B0CLQ7W7S6\", \"price\": \"$11.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Nestle Kit Kat Mini Cacao 72%, Pack of 12\", \"asin\": \"B0CHBNCN7W\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:40:36.739Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "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": "mini kit kat"}],
"promotion_items": [{"title": "Kandy Korner\nChocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb", "asin": "B0CVJ3DFP6", "price": "$17.95", "quantity": ""},
{"title": "Tony's Chocolonely\nChocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\nCacao6 Piece Set", "asin": "B08PX2V7S8", "price": "$9.98", "quantity": ""},
{"title": "KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)\nMilk Chocolate", "asin": "B0C3T1MR41", "price": "$24.76", "quantity": ""},
{"title": "Milk Chocolate \"To & From\" Bars with Crisp Wafer \u2013 Treat (1.5Lb, Approx. 75 Pieces) \u2013 Individually Wrapped for Gifting, Sharing, and Snacking", "asin": "B0DRDNXQM7", "price": "$14.99", "quantity": ""},
{"title": "Kit KatLemon Crisp Easter Assortment Miniatures, Lemon Flavored Wafers in White Creme Miniature Chocolate Candy Bars - 2 Pounds\nLemon2 Pound (Pack of 2)", "asin": "B088MGHFVD", "price": "$24.98", "quantity": ""},
{"title": "Twix Fun Size Candy Bars Left and Right, 2lb Pack of Bulk Chocolate Candy Individually Wrapped, Ideal Caramel Chocolate for Sharing with Friends, Perfect Twix Mini Candy Bars for Parties and Events", "asin": "B0DHT2TDBY", "price": "$24.99", "quantity": ""},
{"title": "Tony's Chocolonely\nChocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\nCacao6 Piece Set", "asin": "B08PX2V7S8", "price": "$9.98", "quantity": ""},
{"title": "Tony's Chocolonely\nSuper Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\nSuper Duper Milk Bundle6 Count (Pack of 1)", "asin": "B07T4TKWWH", "price": "$27.41", "quantity": ""},
{"title": "Kandy Korner\nChocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb", "asin": "B0CVJ3DFP6", "price": "$17.95", "quantity": ""},
{"title": "Tony's Chocolonely\n70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars\nDark4 Count (Pack of 1)", "asin": "B087K17C7Q", "price": "$19.88", "quantity": ""},
{"title": "Butterfinger\nCRUNCH, Baby Ruth and 100 Grand, Bulk 60 Pack, Assorted Fun Size Chocolate Candy Bars, Stocking Stuffers, 37.2 oz\nChocolate60 Count (Pack of 1)", "asin": "B09NMX9CGB", "price": "$14.74", "quantity": ""},
{"title": "Kinder Bueno\nMini, 125 Count Party Pack, Milk Chocolate and Hazelnut Cream, Individually Wrapped Chocolate Bars, 23.8 oz\nHazelnut125 Count (Pack of 1)", "asin": "B0CD31YXQB", "price": "$19.49", "quantity": ""}],
"search_results": [{"title": "Crispy Wafer Miniatures \u2013 10LB (Approx. 300 Pieces) \u2013 Individually Wrapped Milk Chocolate Easter Candy for Snacking, Sharing & Basket Fillers", "asin": "B0DYHTD3CV", "price": "$24.99", "delivery": "FREE delivery Wed, Apr 16 Or fastest delivery Mon, Apr 14 Arrives before Easter"},
{"title": "Milk Chocolate \"To & From\" Bars with Crisp Wafer \u2013 Treat (1.5Lb, Approx. 75 Pieces) \u2013 Individually Wrapped for Gifting, Sharing, and Snacking", "asin": "B0DRDNXQM7", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Chocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb", "asin": "B0CVJ3DFP6", "price": "$17.95", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Chocolate Wafer Valentine To & From Bars \u2013 5 Pounds (Approx. 155 Bars), Individually Wrapped Snack Size", "asin": "B0DSCBL6JD", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Twix Fun Size Candy Bars Left and Right, 2lb Pack of Bulk Chocolate Candy Individually Wrapped, Ideal Caramel Chocolate for Sharing with Friends, Perfect Twix Mini Candy Bars for Parties and Events", "asin": "B0DHT2TDBY", "price": "$24.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Pantry Pack, 12.25 oz (25 Pieces)", "asin": "B09JJYGCDH", "price": "$9.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Bag, 32.34 oz (66 Pieces)", "asin": "B077CG8JR8", "price": "$14.84", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Easter"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Jumbo Bag, 20.1 oz", "asin": "B00CP3LMEI", "price": "$7.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter"},
{"title": "Kit KatMiniatures Chocolate Candy - Bite-Sized Milk Chocolate Wafers - Individually Wrapped - Bulk Pack - 1 Pound", "asin": "B09ZJC2JQB", "price": "$14.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Minis Unwrapped Chocolate Bar - 2 Packs (7.6oz Each) - Candy Chocolate Unwrapped pack - Halloween Candy, Chocolate Candy Bars, Milk Chocolate, Chocolate Wafer, Ideal for Snacks and Mini Chocolate Gifts", "asin": "B0DFZ4W5NY", "price": "$14.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon."},
{"title": "Milk Chocolate \"To & From\" Bars with Crisp Wafer \u2013 Treat (1.5Lb, Approx. 75 Pieces) \u2013 Individually Wrapped for Gifting, Sharing, and Snacking", "asin": "B0DRDNXQM7", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars", "asin": "B08PX2V7S8", "price": "$9.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)", "asin": "B0C3T1MR41", "price": "$24.76", "delivery": "$3.99 delivery Fri, Apr 18 Or fastest delivery Mon, Apr 14 Arrives before Easter"},
{"title": "KIT KAT Miniatures Wafer Candy Bars (Assorted)", "asin": "B0BTMWWYTK", "price": "$26.31", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Easter Chocolate Candy Variety Pack - HERSHEY\u2019S KISSES, KITKAT Bars, REESEScups (3 Pound Bag - Approx. 200 Count)", "asin": "B0CXNSZ74D", "price": "$29.99", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Apr 14 - 15 Arrives before Easter"},
{"title": "KIT KAT and REESE'S Assorted Milk Chocolate Flavored Candy Party Pack, 33.36 oz", "asin": "B082YVBLHD", "price": "$14.84", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KIT KAT Chocolate Bars Miniatures, 32oz (2LB) Bulk Candy, Assorted Miniatures, (White, Milk, Dark Chocolate) - 2 Pound", "asin": "B0CQKNHCBW", "price": "$24.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Kit Kat Mini Chocolate Bars-1.5 lbs Milk Chocolate Kit Kat Mini Individually Wrapped Bulk Pack-Crisp Wafer Kit Kat in Bulk - Perfect Snack Size for Sharing and Enjoyment(24 oz)", "asin": "B0DKVQPCNY", "price": "$18.90", "delivery": "FREE delivery Apr 15 - 17 for Prime members Arrives before Easter"},
{"title": "KlT-KAT Milk Chocolate Wafer Snack Size, Candy Bag (2 LB)", "asin": "B0DF9FSF2K", "price": "$18.80", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 20 left in stock - order soon."},
{"title": "Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars", "asin": "B07T4TKWWH", "price": "$27.41", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM Arrives before Easter"},
{"title": "Reeces Milk Chocolate Miniature Peanut Butter Cups, Individually Wrapped 1.5 lbs-Crunchy Milk Chocolate Filled With Creamy Peanut Butter That Melts In Your Mouth-Kosher and Gluten Free(24 oz)", "asin": "B0F223J3CP", "price": "$13.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Assorted Individually Wrapped Easter Chocolate Candy Variety Pack of Bulk, Ideal Mix for Easter Baskets, Egg Hunts, Spring Parties, Candy Dishes, Special Occasions and Snacking, Perfect Assortment for Chocolate Lovers - 5lb", "asin": "B0DNG78JG4", "price": "$26.95", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars", "asin": "B087K17C7Q", "price": "$19.88", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Miniatures Milk Chocolate Wafer Candy Share Pack, 10.1 oz", "asin": "B07N1X89YD", "price": "$4.99", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Minis Unwrapped Milk Chocolate Wafer Candy Bag, 7.6 oz", "asin": "B07N22DPDL", "price": "$5.89", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Bag, 10.78 oz", "asin": "B000T3O8RO", "price": "$4.99", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Bars, 0.49 oz (8 Count)", "asin": "B000WG4DCI", "price": "$1.99", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Top 3 Milk Chocolate Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars", "asin": "B0CHXKJC7C", "price": "$27.41", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Lindtbars Easter Classic Recipe Hazelnut Milk Chocolate Bars, Cute Red Heart Shaped Tin Stuffed with Mini Llndt Bars of Candy Chocolate Great For Easter Stuffer and All Year", "asin": "B0DTVNMY4M", "price": "$7.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)", "asin": "B0C3T1MR41", "price": "$24.76", "delivery": "$3.99 delivery Fri, Apr 18 Or fastest delivery Mon, Apr 14 Arrives before Easter"},
{"title": "Minis 180g Pouch {Imported from Canada}", "asin": "B07DMRY2RJ", "price": "$9.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter Only 4 left in stock - order soon."},
{"title": "Chocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb", "asin": "B0CVJ3DFP6", "price": "$17.95", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KitKat Red Crisp Wafers Miniatures Milk Chocolate Candy Bars - Individually Wrapped - Bulk Pack - 2 Pound (Pack of 1)", "asin": "B01N2898C9"},
{"title": "KitKt Bulk Miniatures Bars Valentine's Candy 1.5 lb - Individually Wrapped Bulk Milk Chocolate Wafer Candy Bars For Parties, Gifts & Treats", "asin": "B0DSJSQC4M", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KltKat Chocolate Wafer To & From Exchange \u2013 1 Pounds (Approx. 30 Bars), Individually Wrapped Snack Size Bars", "asin": "B0DT4ZH6BY", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size", "asin": "B0DKMPKP67", "price": "$12.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Miniatures Assorted Chocolate and White Creme Wafer Candy Bars in Bulk for Party Favors - Individually Wrapped Kitkat Candy Bars Fun Sharing Size Perfect for Snacking, Adults and Kids, 2lb", "asin": "B0CPFTGT8B"},
{"title": "KltKat Milk Chocolate \"To and From\" Approx. 32 Pieces Bars with Crisp Wafer Individually Wrapped for Gifting, Sharing, and Snacking", "asin": "B0DT4Y6P5C", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 5 left in stock - order soon."},
{"title": "Kit KatLemon Crisp Easter Assortment Miniatures, Lemon Flavored Wafers in White Creme Miniature Chocolate Candy Bars - 2 Pounds", "asin": "B088MGHFVD", "price": "$24.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "B09HR3WQZ9", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KIT KAT Chocolate Bars Miniatures, 64oz (4LB) Bulk Candy, Assorted Miniatures, (White, Milk, Dark Chocolate) - 4 Pound (Pack of 1)", "asin": "B07HKRFZ8X", "price": "$28.95", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KitKat Miniatures Crisp Wafers, Dark Chocolate Snack Size (Pack of 2 Pounds)", "asin": "B07MQVVDJ3", "price": "$23.99", "delivery": "FREE delivery Sun, Apr 13 Arrives before Easter Only 2 left in stock - order soon."},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "B0DG4YPR4N", "price": "$13.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon."},
{"title": "NESTL\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams", "asin": "B0BXWPBST4", "price": "$7.58", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Kit Kat Milk Chocolate Mini EASTER Eggs 2 Pounds Apporx 125 Eggs", "asin": "B0CMRC8KL4", "price": "$17.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Unwrapped Mini Milk Chocolate in Crispy Wafers, 3.8 Ounce (Pack of 2)", "asin": "B08NZ6GSL2"},
{"title": "Miniatures Milk Chocolate Wafer, Easter Candy Bag, 9.6 oz", "asin": "B0CJVMMR92"},
{"title": "NESTL\u00c9 Mini Chocolate Bar Adult Sweetness Dark Matcha 10pcs", "asin": "B0BXWM2MXD", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10"},
{"title": "NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces", "asin": "B0C4G6FFJL", "price": "$5.79", "delivery": "FREE delivery Apr 14 - 16 for Prime members"},
{"title": "Miniatures Milk Chocolate Wafer Candy Family Pack, 16.1 oz", "asin": "B07YSJPW1R", "price": "$25.99", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Mon, Apr 14 Arrives before Easter Only 2 left in stock - order soon."},
{"title": "Miniatures", "asin": "B00C21TNGM", "price": "$10.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Kit Kat Miniatures Crisp Wafers, Dark Chocolate Snack Size, 8 Ounces, Approx 25 Bars (8 OZ)", "asin": "B0CL74K3JB", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Mini, 125 Count Party Pack, Milk Chocolate and Hazelnut Cream, Individually Wrapped Chocolate Bars, 23.8 oz", "asin": "B0CD31YXQB", "price": "$19.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Nestl\u00e9 Mini Kit Kat Chocolate Bars, 25pcs, 312g/11oz.", "asin": "B09YS2DN2H", "price": "$16.99", "delivery": "$9.99 delivery Apr 18 - 23 Only 19 left in stock - order soon."},
{"title": "Nestl\u00e9 KitKat Mini Adult Sweetness Strawberry 11 pcs", "asin": "B0B4JVVNMM", "price": "$8.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Miniatures Milk Chocolate Wafer, Valentine's Candy Bag, 9.6 oz", "asin": "B0992PW27X", "price": "$9.05", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 7 left in stock - order soon."},
{"title": "KIT KAT Miniatures Wafer Candy Bars (Assorted)", "asin": "B0BTMWWYTK", "price": "$26.31", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Miniatures Milk Chocolate Wafer Candy Bars, Halloween, 10 Ounce (Pack of 1)", "asin": "B008BTT648", "price": "$2.99", "delivery": "$5.99 delivery Thu, Apr 24 Or fastest delivery Apr 18 - 21"},
{"title": "Japanese KitKat Blueberry Cheese Cake Box 4.2oz - 9 Mini Bar", "asin": "B0DXZ7XMJB", "price": "$24.00", "delivery": " Two-Day FREE delivery Fri, Apr 11"},
{"title": "Kit Kat Chocolate Mini Bars \u2013 2 Pound Bag (Approx. 70 Bars) \u2013 Great for Sharing and Candy Jars", "asin": "B0DHDDDZ2P", "price": "$34.99", "delivery": "FREE delivery Mon, Apr 14 Arrives before Easter Only 2 left in stock - order soon."},
{"title": "Valetines Day KltKat-mini Miniatures 30+ bars Crisp Wafers, Dark Chocolate Snack Size", "asin": "B0CLQ7W7S6", "price": "$11.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Nestle Kit Kat Mini Cacao 72%, Pack of 12", "asin": "B0CHBNCN7W"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T20:40:36.739Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-09T20:40:36.739Z
|
input
|
japanese mini kit kat
|
rule
|
2025-04-09T20:40:36.739Z
|
input
|
japanese mini kit kat
|
train
| 616 |
2025-04-09T20:40:36.739Z
|
input
|
japanese mini kit kat
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "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": "mini kit kat"}],
"promotion_items": [{"title": "Kandy Korner\nChocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb", "asin": "B0CVJ3DFP6", "price": "$17.95", "quantity": ""},
{"title": "Tony's Chocolonely\nChocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\nCacao6 Piece Set", "asin": "B08PX2V7S8", "price": "$9.98", "quantity": ""},
{"title": "KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)\nMilk Chocolate", "asin": "B0C3T1MR41", "price": "$24.76", "quantity": ""},
{"title": "Milk Chocolate \"To & From\" Bars with Crisp Wafer \u2013 Treat (1.5Lb, Approx. 75 Pieces) \u2013 Individually Wrapped for Gifting, Sharing, and Snacking", "asin": "B0DRDNXQM7", "price": "$14.99", "quantity": ""},
{"title": "Kit KatLemon Crisp Easter Assortment Miniatures, Lemon Flavored Wafers in White Creme Miniature Chocolate Candy Bars - 2 Pounds\nLemon2 Pound (Pack of 2)", "asin": "B088MGHFVD", "price": "$24.98", "quantity": ""},
{"title": "Twix Fun Size Candy Bars Left and Right, 2lb Pack of Bulk Chocolate Candy Individually Wrapped, Ideal Caramel Chocolate for Sharing with Friends, Perfect Twix Mini Candy Bars for Parties and Events", "asin": "B0DHT2TDBY", "price": "$24.99", "quantity": ""},
{"title": "Tony's Chocolonely\nChocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\nCacao6 Piece Set", "asin": "B08PX2V7S8", "price": "$9.98", "quantity": ""},
{"title": "Tony's Chocolonely\nSuper Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\nSuper Duper Milk Bundle6 Count (Pack of 1)", "asin": "B07T4TKWWH", "price": "$27.41", "quantity": ""},
{"title": "Kandy Korner\nChocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb", "asin": "B0CVJ3DFP6", "price": "$17.95", "quantity": ""},
{"title": "Tony's Chocolonely\n70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars\nDark4 Count (Pack of 1)", "asin": "B087K17C7Q", "price": "$19.88", "quantity": ""},
{"title": "Butterfinger\nCRUNCH, Baby Ruth and 100 Grand, Bulk 60 Pack, Assorted Fun Size Chocolate Candy Bars, Stocking Stuffers, 37.2 oz\nChocolate60 Count (Pack of 1)", "asin": "B09NMX9CGB", "price": "$14.74", "quantity": ""},
{"title": "Kinder Bueno\nMini, 125 Count Party Pack, Milk Chocolate and Hazelnut Cream, Individually Wrapped Chocolate Bars, 23.8 oz\nHazelnut125 Count (Pack of 1)", "asin": "B0CD31YXQB", "price": "$19.49", "quantity": ""}],
"search_results": [{"title": "Crispy Wafer Miniatures \u2013 10LB (Approx. 300 Pieces) \u2013 Individually Wrapped Milk Chocolate Easter Candy for Snacking, Sharing & Basket Fillers", "asin": "B0DYHTD3CV", "price": "$24.99", "delivery": "FREE delivery Wed, Apr 16 Or fastest delivery Mon, Apr 14 Arrives before Easter"},
{"title": "Milk Chocolate \"To & From\" Bars with Crisp Wafer \u2013 Treat (1.5Lb, Approx. 75 Pieces) \u2013 Individually Wrapped for Gifting, Sharing, and Snacking", "asin": "B0DRDNXQM7", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Chocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb", "asin": "B0CVJ3DFP6", "price": "$17.95", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Chocolate Wafer Valentine To & From Bars \u2013 5 Pounds (Approx. 155 Bars), Individually Wrapped Snack Size", "asin": "B0DSCBL6JD", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Twix Fun Size Candy Bars Left and Right, 2lb Pack of Bulk Chocolate Candy Individually Wrapped, Ideal Caramel Chocolate for Sharing with Friends, Perfect Twix Mini Candy Bars for Parties and Events", "asin": "B0DHT2TDBY", "price": "$24.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Pantry Pack, 12.25 oz (25 Pieces)", "asin": "B09JJYGCDH", "price": "$9.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Bag, 32.34 oz (66 Pieces)", "asin": "B077CG8JR8", "price": "$14.84", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Easter"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Jumbo Bag, 20.1 oz", "asin": "B00CP3LMEI", "price": "$7.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter"},
{"title": "Kit KatMiniatures Chocolate Candy - Bite-Sized Milk Chocolate Wafers - Individually Wrapped - Bulk Pack - 1 Pound", "asin": "B09ZJC2JQB", "price": "$14.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Minis Unwrapped Chocolate Bar - 2 Packs (7.6oz Each) - Candy Chocolate Unwrapped pack - Halloween Candy, Chocolate Candy Bars, Milk Chocolate, Chocolate Wafer, Ideal for Snacks and Mini Chocolate Gifts", "asin": "B0DFZ4W5NY", "price": "$14.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon."},
{"title": "Milk Chocolate \"To & From\" Bars with Crisp Wafer \u2013 Treat (1.5Lb, Approx. 75 Pieces) \u2013 Individually Wrapped for Gifting, Sharing, and Snacking", "asin": "B0DRDNXQM7", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars", "asin": "B08PX2V7S8", "price": "$9.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)", "asin": "B0C3T1MR41", "price": "$24.76", "delivery": "$3.99 delivery Fri, Apr 18 Or fastest delivery Mon, Apr 14 Arrives before Easter"},
{"title": "KIT KAT Miniatures Wafer Candy Bars (Assorted)", "asin": "B0BTMWWYTK", "price": "$26.31", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Easter Chocolate Candy Variety Pack - HERSHEY\u2019S KISSES, KITKAT Bars, REESEScups (3 Pound Bag - Approx. 200 Count)", "asin": "B0CXNSZ74D", "price": "$29.99", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Apr 14 - 15 Arrives before Easter"},
{"title": "KIT KAT and REESE'S Assorted Milk Chocolate Flavored Candy Party Pack, 33.36 oz", "asin": "B082YVBLHD", "price": "$14.84", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KIT KAT Chocolate Bars Miniatures, 32oz (2LB) Bulk Candy, Assorted Miniatures, (White, Milk, Dark Chocolate) - 2 Pound", "asin": "B0CQKNHCBW", "price": "$24.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Kit Kat Mini Chocolate Bars-1.5 lbs Milk Chocolate Kit Kat Mini Individually Wrapped Bulk Pack-Crisp Wafer Kit Kat in Bulk - Perfect Snack Size for Sharing and Enjoyment(24 oz)", "asin": "B0DKVQPCNY", "price": "$18.90", "delivery": "FREE delivery Apr 15 - 17 for Prime members Arrives before Easter"},
{"title": "KlT-KAT Milk Chocolate Wafer Snack Size, Candy Bag (2 LB)", "asin": "B0DF9FSF2K", "price": "$18.80", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 20 left in stock - order soon."},
{"title": "Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars", "asin": "B07T4TKWWH", "price": "$27.41", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM Arrives before Easter"},
{"title": "Reeces Milk Chocolate Miniature Peanut Butter Cups, Individually Wrapped 1.5 lbs-Crunchy Milk Chocolate Filled With Creamy Peanut Butter That Melts In Your Mouth-Kosher and Gluten Free(24 oz)", "asin": "B0F223J3CP", "price": "$13.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Assorted Individually Wrapped Easter Chocolate Candy Variety Pack of Bulk, Ideal Mix for Easter Baskets, Egg Hunts, Spring Parties, Candy Dishes, Special Occasions and Snacking, Perfect Assortment for Chocolate Lovers - 5lb", "asin": "B0DNG78JG4", "price": "$26.95", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars", "asin": "B087K17C7Q", "price": "$19.88", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Miniatures Milk Chocolate Wafer Candy Share Pack, 10.1 oz", "asin": "B07N1X89YD", "price": "$4.99", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Minis Unwrapped Milk Chocolate Wafer Candy Bag, 7.6 oz", "asin": "B07N22DPDL", "price": "$5.89", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Bag, 10.78 oz", "asin": "B000T3O8RO", "price": "$4.99", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Bars, 0.49 oz (8 Count)", "asin": "B000WG4DCI", "price": "$1.99", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Top 3 Milk Chocolate Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars", "asin": "B0CHXKJC7C", "price": "$27.41", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Lindtbars Easter Classic Recipe Hazelnut Milk Chocolate Bars, Cute Red Heart Shaped Tin Stuffed with Mini Llndt Bars of Candy Chocolate Great For Easter Stuffer and All Year", "asin": "B0DTVNMY4M", "price": "$7.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)", "asin": "B0C3T1MR41", "price": "$24.76", "delivery": "$3.99 delivery Fri, Apr 18 Or fastest delivery Mon, Apr 14 Arrives before Easter"},
{"title": "Minis 180g Pouch {Imported from Canada}", "asin": "B07DMRY2RJ", "price": "$9.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter Only 4 left in stock - order soon."},
{"title": "Chocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb", "asin": "B0CVJ3DFP6", "price": "$17.95", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KitKat Red Crisp Wafers Miniatures Milk Chocolate Candy Bars - Individually Wrapped - Bulk Pack - 2 Pound (Pack of 1)", "asin": "B01N2898C9"},
{"title": "KitKt Bulk Miniatures Bars Valentine's Candy 1.5 lb - Individually Wrapped Bulk Milk Chocolate Wafer Candy Bars For Parties, Gifts & Treats", "asin": "B0DSJSQC4M", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KltKat Chocolate Wafer To & From Exchange \u2013 1 Pounds (Approx. 30 Bars), Individually Wrapped Snack Size Bars", "asin": "B0DT4ZH6BY", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size", "asin": "B0DKMPKP67", "price": "$12.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Miniatures Assorted Chocolate and White Creme Wafer Candy Bars in Bulk for Party Favors - Individually Wrapped Kitkat Candy Bars Fun Sharing Size Perfect for Snacking, Adults and Kids, 2lb", "asin": "B0CPFTGT8B"},
{"title": "KltKat Milk Chocolate \"To and From\" Approx. 32 Pieces Bars with Crisp Wafer Individually Wrapped for Gifting, Sharing, and Snacking", "asin": "B0DT4Y6P5C", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 5 left in stock - order soon."},
{"title": "Kit KatLemon Crisp Easter Assortment Miniatures, Lemon Flavored Wafers in White Creme Miniature Chocolate Candy Bars - 2 Pounds", "asin": "B088MGHFVD", "price": "$24.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "B09HR3WQZ9", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KIT KAT Chocolate Bars Miniatures, 64oz (4LB) Bulk Candy, Assorted Miniatures, (White, Milk, Dark Chocolate) - 4 Pound (Pack of 1)", "asin": "B07HKRFZ8X", "price": "$28.95", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KitKat Miniatures Crisp Wafers, Dark Chocolate Snack Size (Pack of 2 Pounds)", "asin": "B07MQVVDJ3", "price": "$23.99", "delivery": "FREE delivery Sun, Apr 13 Arrives before Easter Only 2 left in stock - order soon."},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "B0DG4YPR4N", "price": "$13.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon."},
{"title": "NESTL\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams", "asin": "B0BXWPBST4", "price": "$7.58", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Kit Kat Milk Chocolate Mini EASTER Eggs 2 Pounds Apporx 125 Eggs", "asin": "B0CMRC8KL4", "price": "$17.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Unwrapped Mini Milk Chocolate in Crispy Wafers, 3.8 Ounce (Pack of 2)", "asin": "B08NZ6GSL2"},
{"title": "Miniatures Milk Chocolate Wafer, Easter Candy Bag, 9.6 oz", "asin": "B0CJVMMR92"},
{"title": "NESTL\u00c9 Mini Chocolate Bar Adult Sweetness Dark Matcha 10pcs", "asin": "B0BXWM2MXD", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10"},
{"title": "NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces", "asin": "B0C4G6FFJL", "price": "$5.79", "delivery": "FREE delivery Apr 14 - 16 for Prime members"},
{"title": "Miniatures Milk Chocolate Wafer Candy Family Pack, 16.1 oz", "asin": "B07YSJPW1R", "price": "$25.99", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Mon, Apr 14 Arrives before Easter Only 2 left in stock - order soon."},
{"title": "Miniatures", "asin": "B00C21TNGM", "price": "$10.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Kit Kat Miniatures Crisp Wafers, Dark Chocolate Snack Size, 8 Ounces, Approx 25 Bars (8 OZ)", "asin": "B0CL74K3JB", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Mini, 125 Count Party Pack, Milk Chocolate and Hazelnut Cream, Individually Wrapped Chocolate Bars, 23.8 oz", "asin": "B0CD31YXQB", "price": "$19.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Nestl\u00e9 Mini Kit Kat Chocolate Bars, 25pcs, 312g/11oz.", "asin": "B09YS2DN2H", "price": "$16.99", "delivery": "$9.99 delivery Apr 18 - 23 Only 19 left in stock - order soon."},
{"title": "Nestl\u00e9 KitKat Mini Adult Sweetness Strawberry 11 pcs", "asin": "B0B4JVVNMM", "price": "$8.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Miniatures Milk Chocolate Wafer, Valentine's Candy Bag, 9.6 oz", "asin": "B0992PW27X", "price": "$9.05", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 7 left in stock - order soon."},
{"title": "KIT KAT Miniatures Wafer Candy Bars (Assorted)", "asin": "B0BTMWWYTK", "price": "$26.31", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Miniatures Milk Chocolate Wafer Candy Bars, Halloween, 10 Ounce (Pack of 1)", "asin": "B008BTT648", "price": "$2.99", "delivery": "$5.99 delivery Thu, Apr 24 Or fastest delivery Apr 18 - 21"},
{"title": "Japanese KitKat Blueberry Cheese Cake Box 4.2oz - 9 Mini Bar", "asin": "B0DXZ7XMJB", "price": "$24.00", "delivery": " Two-Day FREE delivery Fri, Apr 11"},
{"title": "Kit Kat Chocolate Mini Bars \u2013 2 Pound Bag (Approx. 70 Bars) \u2013 Great for Sharing and Candy Jars", "asin": "B0DHDDDZ2P", "price": "$34.99", "delivery": "FREE delivery Mon, Apr 14 Arrives before Easter Only 2 left in stock - order soon."},
{"title": "Valetines Day KltKat-mini Miniatures 30+ bars Crisp Wafers, Dark Chocolate Snack Size", "asin": "B0CLQ7W7S6", "price": "$11.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Nestle Kit Kat Mini Cacao 72%, Pack of 12", "asin": "B0CHBNCN7W"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T20:40:36.739Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"japanese mini kit kat\"}],\n\"promotion_items\": [{\"title\": \"Kandy Korner\\nChocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb\", \"asin\": \"B0CVJ3DFP6\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Tony's Chocolonely\\nChocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\\nCacao6 Piece Set\", \"asin\": \"B08PX2V7S8\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)\\nMilk Chocolate\", \"asin\": \"B0C3T1MR41\", \"price\": \"$24.76\", \"quantity\": \"\"},\n{\"title\": \"Milk Chocolate \\\"To & From\\\" Bars with Crisp Wafer \\u2013 Treat (1.5Lb, Approx. 75 Pieces) \\u2013 Individually Wrapped for Gifting, Sharing, and Snacking\", \"asin\": \"B0DRDNXQM7\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Kit KatLemon Crisp Easter Assortment Miniatures, Lemon Flavored Wafers in White Creme Miniature Chocolate Candy Bars - 2 Pounds\\nLemon2 Pound (Pack of 2)\", \"asin\": \"B088MGHFVD\", \"price\": \"$24.98\", \"quantity\": \"\"},\n{\"title\": \"Twix Fun Size Candy Bars Left and Right, 2lb Pack of Bulk Chocolate Candy Individually Wrapped, Ideal Caramel Chocolate for Sharing with Friends, Perfect Twix Mini Candy Bars for Parties and Events\", \"asin\": \"B0DHT2TDBY\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Tony's Chocolonely\\nChocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\\nCacao6 Piece Set\", \"asin\": \"B08PX2V7S8\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Tony's Chocolonely\\nSuper Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\\nSuper Duper Milk Bundle6 Count (Pack of 1)\", \"asin\": \"B07T4TKWWH\", \"price\": \"$27.41\", \"quantity\": \"\"},\n{\"title\": \"Kandy Korner\\nChocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb\", \"asin\": \"B0CVJ3DFP6\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Tony's Chocolonely\\n70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars\\nDark4 Count (Pack of 1)\", \"asin\": \"B087K17C7Q\", \"price\": \"$19.88\", \"quantity\": \"\"},\n{\"title\": \"Butterfinger\\nCRUNCH, Baby Ruth and 100 Grand, Bulk 60 Pack, Assorted Fun Size Chocolate Candy Bars, Stocking Stuffers, 37.2 oz\\nChocolate60 Count (Pack of 1)\", \"asin\": \"B09NMX9CGB\", \"price\": \"$14.74\", \"quantity\": \"\"},\n{\"title\": \"Kinder Bueno\\nMini, 125 Count Party Pack, Milk Chocolate and Hazelnut Cream, Individually Wrapped Chocolate Bars, 23.8 oz\\nHazelnut125 Count (Pack of 1)\", \"asin\": \"B0CD31YXQB\", \"price\": \"$19.49\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Crispy Wafer Miniatures \\u2013 10LB (Approx. 300 Pieces) \\u2013 Individually Wrapped Milk Chocolate Easter Candy for Snacking, Sharing & Basket Fillers\", \"asin\": \"B0DYHTD3CV\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Or fastest delivery Mon, Apr 14 Arrives before Easter\"},\n{\"title\": \"Milk Chocolate \\\"To & From\\\" Bars with Crisp Wafer \\u2013 Treat (1.5Lb, Approx. 75 Pieces) \\u2013 Individually Wrapped for Gifting, Sharing, and Snacking\", \"asin\": \"B0DRDNXQM7\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Chocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb\", \"asin\": \"B0CVJ3DFP6\", \"price\": \"$17.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"Chocolate Wafer Valentine To & From Bars \\u2013 5 Pounds (Approx. 155 Bars), Individually Wrapped Snack Size\", \"asin\": \"B0DSCBL6JD\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Twix Fun Size Candy Bars Left and Right, 2lb Pack of Bulk Chocolate Candy Individually Wrapped, Ideal Caramel Chocolate for Sharing with Friends, Perfect Twix Mini Candy Bars for Parties and Events\", \"asin\": \"B0DHT2TDBY\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"Milk Chocolate Wafer Snack Size, Candy Pantry Pack, 12.25 oz (25 Pieces)\", \"asin\": \"B09JJYGCDH\", \"price\": \"$9.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Milk Chocolate Wafer Snack Size, Candy Bag, 32.34 oz (66 Pieces)\", \"asin\": \"B077CG8JR8\", \"price\": \"$14.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Easter\"},\n{\"title\": \"Milk Chocolate Wafer Snack Size, Candy Jumbo Bag, 20.1 oz\", \"asin\": \"B00CP3LMEI\", \"price\": \"$7.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter\"},\n{\"title\": \"Kit KatMiniatures Chocolate Candy - Bite-Sized Milk Chocolate Wafers - Individually Wrapped - Bulk Pack - 1 Pound\", \"asin\": \"B09ZJC2JQB\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Minis Unwrapped Chocolate Bar - 2 Packs (7.6oz Each) - Candy Chocolate Unwrapped pack - Halloween Candy, Chocolate Candy Bars, Milk Chocolate, Chocolate Wafer, Ideal for Snacks and Mini Chocolate Gifts\", \"asin\": \"B0DFZ4W5NY\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon.\"},\n{\"title\": \"Milk Chocolate \\\"To & From\\\" Bars with Crisp Wafer \\u2013 Treat (1.5Lb, Approx. 75 Pieces) \\u2013 Individually Wrapped for Gifting, Sharing, and Snacking\", \"asin\": \"B0DRDNXQM7\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\", \"asin\": \"B08PX2V7S8\", \"price\": \"$9.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)\", \"asin\": \"B0C3T1MR41\", \"price\": \"$24.76\", \"delivery\": \"$3.99 delivery Fri, Apr 18 Or fastest delivery Mon, Apr 14 Arrives before Easter\"},\n{\"title\": \"KIT KAT Miniatures Wafer Candy Bars (Assorted)\", \"asin\": \"B0BTMWWYTK\", \"price\": \"$26.31\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"Easter Chocolate Candy Variety Pack - HERSHEY\\u2019S KISSES, KITKAT Bars, REESEScups (3 Pound Bag - Approx. 200 Count)\", \"asin\": \"B0CXNSZ74D\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Apr 14 - 15 Arrives before Easter\"},\n{\"title\": \"KIT KAT and REESE'S Assorted Milk Chocolate Flavored Candy Party Pack, 33.36 oz\", \"asin\": \"B082YVBLHD\", \"price\": \"$14.84\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"KIT KAT Chocolate Bars Miniatures, 32oz (2LB) Bulk Candy, Assorted Miniatures, (White, Milk, Dark Chocolate) - 2 Pound\", \"asin\": \"B0CQKNHCBW\", \"price\": \"$24.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Kit Kat Mini Chocolate Bars-1.5 lbs Milk Chocolate Kit Kat Mini Individually Wrapped Bulk Pack-Crisp Wafer Kit Kat in Bulk - Perfect Snack Size for Sharing and Enjoyment(24 oz)\", \"asin\": \"B0DKVQPCNY\", \"price\": \"$18.90\", \"delivery\": \"FREE delivery Apr 15 - 17 for Prime members Arrives before Easter\"},\n{\"title\": \"KlT-KAT Milk Chocolate Wafer Snack Size, Candy Bag (2 LB)\", \"asin\": \"B0DF9FSF2K\", \"price\": \"$18.80\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 20 left in stock - order soon.\"},\n{\"title\": \"Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\", \"asin\": \"B07T4TKWWH\", \"price\": \"$27.41\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM Arrives before Easter\"},\n{\"title\": \"Reeces Milk Chocolate Miniature Peanut Butter Cups, Individually Wrapped 1.5 lbs-Crunchy Milk Chocolate Filled With Creamy Peanut Butter That Melts In Your Mouth-Kosher and Gluten Free(24 oz)\", \"asin\": \"B0F223J3CP\", \"price\": \"$13.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Assorted Individually Wrapped Easter Chocolate Candy Variety Pack of Bulk, Ideal Mix for Easter Baskets, Egg Hunts, Spring Parties, Candy Dishes, Special Occasions and Snacking, Perfect Assortment for Chocolate Lovers - 5lb\", \"asin\": \"B0DNG78JG4\", \"price\": \"$26.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars\", \"asin\": \"B087K17C7Q\", \"price\": \"$19.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"Miniatures Milk Chocolate Wafer Candy Share Pack, 10.1 oz\", \"asin\": \"B07N1X89YD\", \"price\": \"$4.99\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n{\"title\": \"Minis Unwrapped Milk Chocolate Wafer Candy Bag, 7.6 oz\", \"asin\": \"B07N22DPDL\", \"price\": \"$5.89\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n{\"title\": \"Milk Chocolate Wafer Snack Size, Candy Bag, 10.78 oz\", \"asin\": \"B000T3O8RO\", \"price\": \"$4.99\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n{\"title\": \"Milk Chocolate Wafer Snack Size, Candy Bars, 0.49 oz (8 Count)\", \"asin\": \"B000WG4DCI\", \"price\": \"$1.99\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n{\"title\": \"Top 3 Milk Chocolate Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\", \"asin\": \"B0CHXKJC7C\", \"price\": \"$27.41\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Lindtbars Easter Classic Recipe Hazelnut Milk Chocolate Bars, Cute Red Heart Shaped Tin Stuffed with Mini Llndt Bars of Candy Chocolate Great For Easter Stuffer and All Year\", \"asin\": \"B0DTVNMY4M\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)\", \"asin\": \"B0C3T1MR41\", \"price\": \"$24.76\", \"delivery\": \"$3.99 delivery Fri, Apr 18 Or fastest delivery Mon, Apr 14 Arrives before Easter\"},\n{\"title\": \"Minis 180g Pouch {Imported from Canada}\", \"asin\": \"B07DMRY2RJ\", \"price\": \"$9.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter Only 4 left in stock - order soon.\"},\n{\"title\": \"Chocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb\", \"asin\": \"B0CVJ3DFP6\", \"price\": \"$17.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"KitKat Red Crisp Wafers Miniatures Milk Chocolate Candy Bars - Individually Wrapped - Bulk Pack - 2 Pound (Pack of 1)\", \"asin\": \"B01N2898C9\"},\n{\"title\": \"KitKt Bulk Miniatures Bars Valentine's Candy 1.5 lb - Individually Wrapped Bulk Milk Chocolate Wafer Candy Bars For Parties, Gifts & Treats\", \"asin\": \"B0DSJSQC4M\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"KltKat Chocolate Wafer To & From Exchange \\u2013 1 Pounds (Approx. 30 Bars), Individually Wrapped Snack Size Bars\", \"asin\": \"B0DT4ZH6BY\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size\", \"asin\": \"B0DKMPKP67\", \"price\": \"$12.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Miniatures Assorted Chocolate and White Creme Wafer Candy Bars in Bulk for Party Favors - Individually Wrapped Kitkat Candy Bars Fun Sharing Size Perfect for Snacking, Adults and Kids, 2lb\", \"asin\": \"B0CPFTGT8B\"},\n{\"title\": \"KltKat Milk Chocolate \\\"To and From\\\" Approx. 32 Pieces Bars with Crisp Wafer Individually Wrapped for Gifting, Sharing, and Snacking\", \"asin\": \"B0DT4Y6P5C\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 5 left in stock - order soon.\"},\n{\"title\": \"Kit KatLemon Crisp Easter Assortment Miniatures, Lemon Flavored Wafers in White Creme Miniature Chocolate Candy Bars - 2 Pounds\", \"asin\": \"B088MGHFVD\", \"price\": \"$24.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"B09HR3WQZ9\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"KIT KAT Chocolate Bars Miniatures, 64oz (4LB) Bulk Candy, Assorted Miniatures, (White, Milk, Dark Chocolate) - 4 Pound (Pack of 1)\", \"asin\": \"B07HKRFZ8X\", \"price\": \"$28.95\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"KitKat Miniatures Crisp Wafers, Dark Chocolate Snack Size (Pack of 2 Pounds)\", \"asin\": \"B07MQVVDJ3\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Arrives before Easter Only 2 left in stock - order soon.\"},\n{\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"B0DG4YPR4N\", \"price\": \"$13.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon.\"},\n{\"title\": \"NESTL\\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams\", \"asin\": \"B0BXWPBST4\", \"price\": \"$7.58\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Kit Kat Milk Chocolate Mini EASTER Eggs 2 Pounds Apporx 125 Eggs\", \"asin\": \"B0CMRC8KL4\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Unwrapped Mini Milk Chocolate in Crispy Wafers, 3.8 Ounce (Pack of 2)\", \"asin\": \"B08NZ6GSL2\"},\n{\"title\": \"Miniatures Milk Chocolate Wafer, Easter Candy Bag, 9.6 oz\", \"asin\": \"B0CJVMMR92\"},\n{\"title\": \"NESTL\\u00c9 Mini Chocolate Bar Adult Sweetness Dark Matcha 10pcs\", \"asin\": \"B0BXWM2MXD\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10\"},\n{\"title\": \"NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces\", \"asin\": \"B0C4G6FFJL\", \"price\": \"$5.79\", \"delivery\": \"FREE delivery Apr 14 - 16 for Prime members\"},\n{\"title\": \"Miniatures Milk Chocolate Wafer Candy Family Pack, 16.1 oz\", \"asin\": \"B07YSJPW1R\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Mon, Apr 14 Arrives before Easter Only 2 left in stock - order soon.\"},\n{\"title\": \"Miniatures\", \"asin\": \"B00C21TNGM\", \"price\": \"$10.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Kit Kat Miniatures Crisp Wafers, Dark Chocolate Snack Size, 8 Ounces, Approx 25 Bars (8 OZ)\", \"asin\": \"B0CL74K3JB\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Mini, 125 Count Party Pack, Milk Chocolate and Hazelnut Cream, Individually Wrapped Chocolate Bars, 23.8 oz\", \"asin\": \"B0CD31YXQB\", \"price\": \"$19.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Nestl\\u00e9 Mini Kit Kat Chocolate Bars, 25pcs, 312g/11oz.\", \"asin\": \"B09YS2DN2H\", \"price\": \"$16.99\", \"delivery\": \"$9.99 delivery Apr 18 - 23 Only 19 left in stock - order soon.\"},\n{\"title\": \"Nestl\\u00e9 KitKat Mini Adult Sweetness Strawberry 11 pcs\", \"asin\": \"B0B4JVVNMM\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"Miniatures Milk Chocolate Wafer, Valentine's Candy Bag, 9.6 oz\", \"asin\": \"B0992PW27X\", \"price\": \"$9.05\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 7 left in stock - order soon.\"},\n{\"title\": \"KIT KAT Miniatures Wafer Candy Bars (Assorted)\", \"asin\": \"B0BTMWWYTK\", \"price\": \"$26.31\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n{\"title\": \"Miniatures Milk Chocolate Wafer Candy Bars, Halloween, 10 Ounce (Pack of 1)\", \"asin\": \"B008BTT648\", \"price\": \"$2.99\", \"delivery\": \"$5.99 delivery Thu, Apr 24 Or fastest delivery Apr 18 - 21\"},\n{\"title\": \"Japanese KitKat Blueberry Cheese Cake Box 4.2oz - 9 Mini Bar\", \"asin\": \"B0DXZ7XMJB\", \"price\": \"$24.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11\"},\n{\"title\": \"Kit Kat Chocolate Mini Bars \\u2013 2 Pound Bag (Approx. 70 Bars) \\u2013 Great for Sharing and Candy Jars\", \"asin\": \"B0DHDDDZ2P\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Mon, Apr 14 Arrives before Easter Only 2 left in stock - order soon.\"},\n{\"title\": \"Valetines Day KltKat-mini Miniatures 30+ bars Crisp Wafers, Dark Chocolate Snack Size\", \"asin\": \"B0CLQ7W7S6\", \"price\": \"$11.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n{\"title\": \"Nestle Kit Kat Mini Cacao 72%, Pack of 12\", \"asin\": \"B0CHBNCN7W\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:40:37.053Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "japanese mini kit kat"}],
"promotion_items": [{"title": "Kandy Korner\nChocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb", "asin": "B0CVJ3DFP6", "price": "$17.95", "quantity": ""},
{"title": "Tony's Chocolonely\nChocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\nCacao6 Piece Set", "asin": "B08PX2V7S8", "price": "$9.98", "quantity": ""},
{"title": "KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)\nMilk Chocolate", "asin": "B0C3T1MR41", "price": "$24.76", "quantity": ""},
{"title": "Milk Chocolate \"To & From\" Bars with Crisp Wafer \u2013 Treat (1.5Lb, Approx. 75 Pieces) \u2013 Individually Wrapped for Gifting, Sharing, and Snacking", "asin": "B0DRDNXQM7", "price": "$14.99", "quantity": ""},
{"title": "Kit KatLemon Crisp Easter Assortment Miniatures, Lemon Flavored Wafers in White Creme Miniature Chocolate Candy Bars - 2 Pounds\nLemon2 Pound (Pack of 2)", "asin": "B088MGHFVD", "price": "$24.98", "quantity": ""},
{"title": "Twix Fun Size Candy Bars Left and Right, 2lb Pack of Bulk Chocolate Candy Individually Wrapped, Ideal Caramel Chocolate for Sharing with Friends, Perfect Twix Mini Candy Bars for Parties and Events", "asin": "B0DHT2TDBY", "price": "$24.99", "quantity": ""},
{"title": "Tony's Chocolonely\nChocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\nCacao6 Piece Set", "asin": "B08PX2V7S8", "price": "$9.98", "quantity": ""},
{"title": "Tony's Chocolonely\nSuper Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\nSuper Duper Milk Bundle6 Count (Pack of 1)", "asin": "B07T4TKWWH", "price": "$27.41", "quantity": ""},
{"title": "Kandy Korner\nChocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb", "asin": "B0CVJ3DFP6", "price": "$17.95", "quantity": ""},
{"title": "Tony's Chocolonely\n70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars\nDark4 Count (Pack of 1)", "asin": "B087K17C7Q", "price": "$19.88", "quantity": ""},
{"title": "Butterfinger\nCRUNCH, Baby Ruth and 100 Grand, Bulk 60 Pack, Assorted Fun Size Chocolate Candy Bars, Stocking Stuffers, 37.2 oz\nChocolate60 Count (Pack of 1)", "asin": "B09NMX9CGB", "price": "$14.74", "quantity": ""},
{"title": "Kinder Bueno\nMini, 125 Count Party Pack, Milk Chocolate and Hazelnut Cream, Individually Wrapped Chocolate Bars, 23.8 oz\nHazelnut125 Count (Pack of 1)", "asin": "B0CD31YXQB", "price": "$19.49", "quantity": ""}],
"search_results": [{"title": "Crispy Wafer Miniatures \u2013 10LB (Approx. 300 Pieces) \u2013 Individually Wrapped Milk Chocolate Easter Candy for Snacking, Sharing & Basket Fillers", "asin": "B0DYHTD3CV", "price": "$24.99", "delivery": "FREE delivery Wed, Apr 16 Or fastest delivery Mon, Apr 14 Arrives before Easter"},
{"title": "Milk Chocolate \"To & From\" Bars with Crisp Wafer \u2013 Treat (1.5Lb, Approx. 75 Pieces) \u2013 Individually Wrapped for Gifting, Sharing, and Snacking", "asin": "B0DRDNXQM7", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Chocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb", "asin": "B0CVJ3DFP6", "price": "$17.95", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Chocolate Wafer Valentine To & From Bars \u2013 5 Pounds (Approx. 155 Bars), Individually Wrapped Snack Size", "asin": "B0DSCBL6JD", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Twix Fun Size Candy Bars Left and Right, 2lb Pack of Bulk Chocolate Candy Individually Wrapped, Ideal Caramel Chocolate for Sharing with Friends, Perfect Twix Mini Candy Bars for Parties and Events", "asin": "B0DHT2TDBY", "price": "$24.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Pantry Pack, 12.25 oz (25 Pieces)", "asin": "B09JJYGCDH", "price": "$9.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Bag, 32.34 oz (66 Pieces)", "asin": "B077CG8JR8", "price": "$14.84", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Easter"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Jumbo Bag, 20.1 oz", "asin": "B00CP3LMEI", "price": "$7.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter"},
{"title": "Kit KatMiniatures Chocolate Candy - Bite-Sized Milk Chocolate Wafers - Individually Wrapped - Bulk Pack - 1 Pound", "asin": "B09ZJC2JQB", "price": "$14.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Minis Unwrapped Chocolate Bar - 2 Packs (7.6oz Each) - Candy Chocolate Unwrapped pack - Halloween Candy, Chocolate Candy Bars, Milk Chocolate, Chocolate Wafer, Ideal for Snacks and Mini Chocolate Gifts", "asin": "B0DFZ4W5NY", "price": "$14.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon."},
{"title": "Milk Chocolate \"To & From\" Bars with Crisp Wafer \u2013 Treat (1.5Lb, Approx. 75 Pieces) \u2013 Individually Wrapped for Gifting, Sharing, and Snacking", "asin": "B0DRDNXQM7", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars", "asin": "B08PX2V7S8", "price": "$9.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)", "asin": "B0C3T1MR41", "price": "$24.76", "delivery": "$3.99 delivery Fri, Apr 18 Or fastest delivery Mon, Apr 14 Arrives before Easter"},
{"title": "KIT KAT Miniatures Wafer Candy Bars (Assorted)", "asin": "B0BTMWWYTK", "price": "$26.31", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Easter Chocolate Candy Variety Pack - HERSHEY\u2019S KISSES, KITKAT Bars, REESEScups (3 Pound Bag - Approx. 200 Count)", "asin": "B0CXNSZ74D", "price": "$29.99", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Apr 14 - 15 Arrives before Easter"},
{"title": "KIT KAT and REESE'S Assorted Milk Chocolate Flavored Candy Party Pack, 33.36 oz", "asin": "B082YVBLHD", "price": "$14.84", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KIT KAT Chocolate Bars Miniatures, 32oz (2LB) Bulk Candy, Assorted Miniatures, (White, Milk, Dark Chocolate) - 2 Pound", "asin": "B0CQKNHCBW", "price": "$24.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Kit Kat Mini Chocolate Bars-1.5 lbs Milk Chocolate Kit Kat Mini Individually Wrapped Bulk Pack-Crisp Wafer Kit Kat in Bulk - Perfect Snack Size for Sharing and Enjoyment(24 oz)", "asin": "B0DKVQPCNY", "price": "$18.90", "delivery": "FREE delivery Apr 15 - 17 for Prime members Arrives before Easter"},
{"title": "KlT-KAT Milk Chocolate Wafer Snack Size, Candy Bag (2 LB)", "asin": "B0DF9FSF2K", "price": "$18.80", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 20 left in stock - order soon."},
{"title": "Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars", "asin": "B07T4TKWWH", "price": "$27.41", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM Arrives before Easter"},
{"title": "Reeces Milk Chocolate Miniature Peanut Butter Cups, Individually Wrapped 1.5 lbs-Crunchy Milk Chocolate Filled With Creamy Peanut Butter That Melts In Your Mouth-Kosher and Gluten Free(24 oz)", "asin": "B0F223J3CP", "price": "$13.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Assorted Individually Wrapped Easter Chocolate Candy Variety Pack of Bulk, Ideal Mix for Easter Baskets, Egg Hunts, Spring Parties, Candy Dishes, Special Occasions and Snacking, Perfect Assortment for Chocolate Lovers - 5lb", "asin": "B0DNG78JG4", "price": "$26.95", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars", "asin": "B087K17C7Q", "price": "$19.88", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Miniatures Milk Chocolate Wafer Candy Share Pack, 10.1 oz", "asin": "B07N1X89YD", "price": "$4.99", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Minis Unwrapped Milk Chocolate Wafer Candy Bag, 7.6 oz", "asin": "B07N22DPDL", "price": "$5.89", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Bag, 10.78 oz", "asin": "B000T3O8RO", "price": "$4.99", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Bars, 0.49 oz (8 Count)", "asin": "B000WG4DCI", "price": "$1.99", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Top 3 Milk Chocolate Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars", "asin": "B0CHXKJC7C", "price": "$27.41", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Lindtbars Easter Classic Recipe Hazelnut Milk Chocolate Bars, Cute Red Heart Shaped Tin Stuffed with Mini Llndt Bars of Candy Chocolate Great For Easter Stuffer and All Year", "asin": "B0DTVNMY4M", "price": "$7.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)", "asin": "B0C3T1MR41", "price": "$24.76", "delivery": "$3.99 delivery Fri, Apr 18 Or fastest delivery Mon, Apr 14 Arrives before Easter"},
{"title": "Minis 180g Pouch {Imported from Canada}", "asin": "B07DMRY2RJ", "price": "$9.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter Only 4 left in stock - order soon."},
{"title": "Chocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb", "asin": "B0CVJ3DFP6", "price": "$17.95", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KitKat Red Crisp Wafers Miniatures Milk Chocolate Candy Bars - Individually Wrapped - Bulk Pack - 2 Pound (Pack of 1)", "asin": "B01N2898C9"},
{"title": "KitKt Bulk Miniatures Bars Valentine's Candy 1.5 lb - Individually Wrapped Bulk Milk Chocolate Wafer Candy Bars For Parties, Gifts & Treats", "asin": "B0DSJSQC4M", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KltKat Chocolate Wafer To & From Exchange \u2013 1 Pounds (Approx. 30 Bars), Individually Wrapped Snack Size Bars", "asin": "B0DT4ZH6BY", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size", "asin": "B0DKMPKP67", "price": "$12.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Miniatures Assorted Chocolate and White Creme Wafer Candy Bars in Bulk for Party Favors - Individually Wrapped Kitkat Candy Bars Fun Sharing Size Perfect for Snacking, Adults and Kids, 2lb", "asin": "B0CPFTGT8B"},
{"title": "KltKat Milk Chocolate \"To and From\" Approx. 32 Pieces Bars with Crisp Wafer Individually Wrapped for Gifting, Sharing, and Snacking", "asin": "B0DT4Y6P5C", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 5 left in stock - order soon."},
{"title": "Kit KatLemon Crisp Easter Assortment Miniatures, Lemon Flavored Wafers in White Creme Miniature Chocolate Candy Bars - 2 Pounds", "asin": "B088MGHFVD", "price": "$24.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "B09HR3WQZ9", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KIT KAT Chocolate Bars Miniatures, 64oz (4LB) Bulk Candy, Assorted Miniatures, (White, Milk, Dark Chocolate) - 4 Pound (Pack of 1)", "asin": "B07HKRFZ8X", "price": "$28.95", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KitKat Miniatures Crisp Wafers, Dark Chocolate Snack Size (Pack of 2 Pounds)", "asin": "B07MQVVDJ3", "price": "$23.99", "delivery": "FREE delivery Sun, Apr 13 Arrives before Easter Only 2 left in stock - order soon."},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "B0DG4YPR4N", "price": "$13.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon."},
{"title": "NESTL\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams", "asin": "B0BXWPBST4", "price": "$7.58", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Kit Kat Milk Chocolate Mini EASTER Eggs 2 Pounds Apporx 125 Eggs", "asin": "B0CMRC8KL4", "price": "$17.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Unwrapped Mini Milk Chocolate in Crispy Wafers, 3.8 Ounce (Pack of 2)", "asin": "B08NZ6GSL2"},
{"title": "Miniatures Milk Chocolate Wafer, Easter Candy Bag, 9.6 oz", "asin": "B0CJVMMR92"},
{"title": "NESTL\u00c9 Mini Chocolate Bar Adult Sweetness Dark Matcha 10pcs", "asin": "B0BXWM2MXD", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10"},
{"title": "NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces", "asin": "B0C4G6FFJL", "price": "$5.79", "delivery": "FREE delivery Apr 14 - 16 for Prime members"},
{"title": "Miniatures Milk Chocolate Wafer Candy Family Pack, 16.1 oz", "asin": "B07YSJPW1R", "price": "$25.99", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Mon, Apr 14 Arrives before Easter Only 2 left in stock - order soon."},
{"title": "Miniatures", "asin": "B00C21TNGM", "price": "$10.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Kit Kat Miniatures Crisp Wafers, Dark Chocolate Snack Size, 8 Ounces, Approx 25 Bars (8 OZ)", "asin": "B0CL74K3JB", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Mini, 125 Count Party Pack, Milk Chocolate and Hazelnut Cream, Individually Wrapped Chocolate Bars, 23.8 oz", "asin": "B0CD31YXQB", "price": "$19.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Nestl\u00e9 Mini Kit Kat Chocolate Bars, 25pcs, 312g/11oz.", "asin": "B09YS2DN2H", "price": "$16.99", "delivery": "$9.99 delivery Apr 18 - 23 Only 19 left in stock - order soon."},
{"title": "Nestl\u00e9 KitKat Mini Adult Sweetness Strawberry 11 pcs", "asin": "B0B4JVVNMM", "price": "$8.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Miniatures Milk Chocolate Wafer, Valentine's Candy Bag, 9.6 oz", "asin": "B0992PW27X", "price": "$9.05", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 7 left in stock - order soon."},
{"title": "KIT KAT Miniatures Wafer Candy Bars (Assorted)", "asin": "B0BTMWWYTK", "price": "$26.31", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Miniatures Milk Chocolate Wafer Candy Bars, Halloween, 10 Ounce (Pack of 1)", "asin": "B008BTT648", "price": "$2.99", "delivery": "$5.99 delivery Thu, Apr 24 Or fastest delivery Apr 18 - 21"},
{"title": "Japanese KitKat Blueberry Cheese Cake Box 4.2oz - 9 Mini Bar", "asin": "B0DXZ7XMJB", "price": "$24.00", "delivery": " Two-Day FREE delivery Fri, Apr 11"},
{"title": "Kit Kat Chocolate Mini Bars \u2013 2 Pound Bag (Approx. 70 Bars) \u2013 Great for Sharing and Candy Jars", "asin": "B0DHDDDZ2P", "price": "$34.99", "delivery": "FREE delivery Mon, Apr 14 Arrives before Easter Only 2 left in stock - order soon."},
{"title": "Valetines Day KltKat-mini Miniatures 30+ bars Crisp Wafers, Dark Chocolate Snack Size", "asin": "B0CLQ7W7S6", "price": "$11.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Nestle Kit Kat Mini Cacao 72%, Pack of 12", "asin": "B0CHBNCN7W"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T20:40:37.053Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-09T20:40:37.053Z
|
click
|
search
|
rule
|
2025-04-09T20:40:37.053Z
|
click
|
search
|
train
| 617 |
2025-04-09T20:40:37.053Z
|
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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "japanese mini kit kat"}],
"promotion_items": [{"title": "Kandy Korner\nChocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb", "asin": "B0CVJ3DFP6", "price": "$17.95", "quantity": ""},
{"title": "Tony's Chocolonely\nChocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\nCacao6 Piece Set", "asin": "B08PX2V7S8", "price": "$9.98", "quantity": ""},
{"title": "KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)\nMilk Chocolate", "asin": "B0C3T1MR41", "price": "$24.76", "quantity": ""},
{"title": "Milk Chocolate \"To & From\" Bars with Crisp Wafer \u2013 Treat (1.5Lb, Approx. 75 Pieces) \u2013 Individually Wrapped for Gifting, Sharing, and Snacking", "asin": "B0DRDNXQM7", "price": "$14.99", "quantity": ""},
{"title": "Kit KatLemon Crisp Easter Assortment Miniatures, Lemon Flavored Wafers in White Creme Miniature Chocolate Candy Bars - 2 Pounds\nLemon2 Pound (Pack of 2)", "asin": "B088MGHFVD", "price": "$24.98", "quantity": ""},
{"title": "Twix Fun Size Candy Bars Left and Right, 2lb Pack of Bulk Chocolate Candy Individually Wrapped, Ideal Caramel Chocolate for Sharing with Friends, Perfect Twix Mini Candy Bars for Parties and Events", "asin": "B0DHT2TDBY", "price": "$24.99", "quantity": ""},
{"title": "Tony's Chocolonely\nChocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\nCacao6 Piece Set", "asin": "B08PX2V7S8", "price": "$9.98", "quantity": ""},
{"title": "Tony's Chocolonely\nSuper Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\nSuper Duper Milk Bundle6 Count (Pack of 1)", "asin": "B07T4TKWWH", "price": "$27.41", "quantity": ""},
{"title": "Kandy Korner\nChocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb", "asin": "B0CVJ3DFP6", "price": "$17.95", "quantity": ""},
{"title": "Tony's Chocolonely\n70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars\nDark4 Count (Pack of 1)", "asin": "B087K17C7Q", "price": "$19.88", "quantity": ""},
{"title": "Butterfinger\nCRUNCH, Baby Ruth and 100 Grand, Bulk 60 Pack, Assorted Fun Size Chocolate Candy Bars, Stocking Stuffers, 37.2 oz\nChocolate60 Count (Pack of 1)", "asin": "B09NMX9CGB", "price": "$14.74", "quantity": ""},
{"title": "Kinder Bueno\nMini, 125 Count Party Pack, Milk Chocolate and Hazelnut Cream, Individually Wrapped Chocolate Bars, 23.8 oz\nHazelnut125 Count (Pack of 1)", "asin": "B0CD31YXQB", "price": "$19.49", "quantity": ""}],
"search_results": [{"title": "Crispy Wafer Miniatures \u2013 10LB (Approx. 300 Pieces) \u2013 Individually Wrapped Milk Chocolate Easter Candy for Snacking, Sharing & Basket Fillers", "asin": "B0DYHTD3CV", "price": "$24.99", "delivery": "FREE delivery Wed, Apr 16 Or fastest delivery Mon, Apr 14 Arrives before Easter"},
{"title": "Milk Chocolate \"To & From\" Bars with Crisp Wafer \u2013 Treat (1.5Lb, Approx. 75 Pieces) \u2013 Individually Wrapped for Gifting, Sharing, and Snacking", "asin": "B0DRDNXQM7", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Chocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb", "asin": "B0CVJ3DFP6", "price": "$17.95", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Chocolate Wafer Valentine To & From Bars \u2013 5 Pounds (Approx. 155 Bars), Individually Wrapped Snack Size", "asin": "B0DSCBL6JD", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Twix Fun Size Candy Bars Left and Right, 2lb Pack of Bulk Chocolate Candy Individually Wrapped, Ideal Caramel Chocolate for Sharing with Friends, Perfect Twix Mini Candy Bars for Parties and Events", "asin": "B0DHT2TDBY", "price": "$24.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Pantry Pack, 12.25 oz (25 Pieces)", "asin": "B09JJYGCDH", "price": "$9.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Bag, 32.34 oz (66 Pieces)", "asin": "B077CG8JR8", "price": "$14.84", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Easter"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Jumbo Bag, 20.1 oz", "asin": "B00CP3LMEI", "price": "$7.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter"},
{"title": "Kit KatMiniatures Chocolate Candy - Bite-Sized Milk Chocolate Wafers - Individually Wrapped - Bulk Pack - 1 Pound", "asin": "B09ZJC2JQB", "price": "$14.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Minis Unwrapped Chocolate Bar - 2 Packs (7.6oz Each) - Candy Chocolate Unwrapped pack - Halloween Candy, Chocolate Candy Bars, Milk Chocolate, Chocolate Wafer, Ideal for Snacks and Mini Chocolate Gifts", "asin": "B0DFZ4W5NY", "price": "$14.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon."},
{"title": "Milk Chocolate \"To & From\" Bars with Crisp Wafer \u2013 Treat (1.5Lb, Approx. 75 Pieces) \u2013 Individually Wrapped for Gifting, Sharing, and Snacking", "asin": "B0DRDNXQM7", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars", "asin": "B08PX2V7S8", "price": "$9.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)", "asin": "B0C3T1MR41", "price": "$24.76", "delivery": "$3.99 delivery Fri, Apr 18 Or fastest delivery Mon, Apr 14 Arrives before Easter"},
{"title": "KIT KAT Miniatures Wafer Candy Bars (Assorted)", "asin": "B0BTMWWYTK", "price": "$26.31", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Easter Chocolate Candy Variety Pack - HERSHEY\u2019S KISSES, KITKAT Bars, REESEScups (3 Pound Bag - Approx. 200 Count)", "asin": "B0CXNSZ74D", "price": "$29.99", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Apr 14 - 15 Arrives before Easter"},
{"title": "KIT KAT and REESE'S Assorted Milk Chocolate Flavored Candy Party Pack, 33.36 oz", "asin": "B082YVBLHD", "price": "$14.84", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KIT KAT Chocolate Bars Miniatures, 32oz (2LB) Bulk Candy, Assorted Miniatures, (White, Milk, Dark Chocolate) - 2 Pound", "asin": "B0CQKNHCBW", "price": "$24.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Kit Kat Mini Chocolate Bars-1.5 lbs Milk Chocolate Kit Kat Mini Individually Wrapped Bulk Pack-Crisp Wafer Kit Kat in Bulk - Perfect Snack Size for Sharing and Enjoyment(24 oz)", "asin": "B0DKVQPCNY", "price": "$18.90", "delivery": "FREE delivery Apr 15 - 17 for Prime members Arrives before Easter"},
{"title": "KlT-KAT Milk Chocolate Wafer Snack Size, Candy Bag (2 LB)", "asin": "B0DF9FSF2K", "price": "$18.80", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 20 left in stock - order soon."},
{"title": "Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars", "asin": "B07T4TKWWH", "price": "$27.41", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM Arrives before Easter"},
{"title": "Reeces Milk Chocolate Miniature Peanut Butter Cups, Individually Wrapped 1.5 lbs-Crunchy Milk Chocolate Filled With Creamy Peanut Butter That Melts In Your Mouth-Kosher and Gluten Free(24 oz)", "asin": "B0F223J3CP", "price": "$13.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Assorted Individually Wrapped Easter Chocolate Candy Variety Pack of Bulk, Ideal Mix for Easter Baskets, Egg Hunts, Spring Parties, Candy Dishes, Special Occasions and Snacking, Perfect Assortment for Chocolate Lovers - 5lb", "asin": "B0DNG78JG4", "price": "$26.95", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars", "asin": "B087K17C7Q", "price": "$19.88", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Miniatures Milk Chocolate Wafer Candy Share Pack, 10.1 oz", "asin": "B07N1X89YD", "price": "$4.99", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Minis Unwrapped Milk Chocolate Wafer Candy Bag, 7.6 oz", "asin": "B07N22DPDL", "price": "$5.89", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Bag, 10.78 oz", "asin": "B000T3O8RO", "price": "$4.99", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Bars, 0.49 oz (8 Count)", "asin": "B000WG4DCI", "price": "$1.99", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Top 3 Milk Chocolate Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars", "asin": "B0CHXKJC7C", "price": "$27.41", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Lindtbars Easter Classic Recipe Hazelnut Milk Chocolate Bars, Cute Red Heart Shaped Tin Stuffed with Mini Llndt Bars of Candy Chocolate Great For Easter Stuffer and All Year", "asin": "B0DTVNMY4M", "price": "$7.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)", "asin": "B0C3T1MR41", "price": "$24.76", "delivery": "$3.99 delivery Fri, Apr 18 Or fastest delivery Mon, Apr 14 Arrives before Easter"},
{"title": "Minis 180g Pouch {Imported from Canada}", "asin": "B07DMRY2RJ", "price": "$9.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter Only 4 left in stock - order soon."},
{"title": "Chocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb", "asin": "B0CVJ3DFP6", "price": "$17.95", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KitKat Red Crisp Wafers Miniatures Milk Chocolate Candy Bars - Individually Wrapped - Bulk Pack - 2 Pound (Pack of 1)", "asin": "B01N2898C9"},
{"title": "KitKt Bulk Miniatures Bars Valentine's Candy 1.5 lb - Individually Wrapped Bulk Milk Chocolate Wafer Candy Bars For Parties, Gifts & Treats", "asin": "B0DSJSQC4M", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KltKat Chocolate Wafer To & From Exchange \u2013 1 Pounds (Approx. 30 Bars), Individually Wrapped Snack Size Bars", "asin": "B0DT4ZH6BY", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size", "asin": "B0DKMPKP67", "price": "$12.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Miniatures Assorted Chocolate and White Creme Wafer Candy Bars in Bulk for Party Favors - Individually Wrapped Kitkat Candy Bars Fun Sharing Size Perfect for Snacking, Adults and Kids, 2lb", "asin": "B0CPFTGT8B"},
{"title": "KltKat Milk Chocolate \"To and From\" Approx. 32 Pieces Bars with Crisp Wafer Individually Wrapped for Gifting, Sharing, and Snacking", "asin": "B0DT4Y6P5C", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 5 left in stock - order soon."},
{"title": "Kit KatLemon Crisp Easter Assortment Miniatures, Lemon Flavored Wafers in White Creme Miniature Chocolate Candy Bars - 2 Pounds", "asin": "B088MGHFVD", "price": "$24.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "B09HR3WQZ9", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KIT KAT Chocolate Bars Miniatures, 64oz (4LB) Bulk Candy, Assorted Miniatures, (White, Milk, Dark Chocolate) - 4 Pound (Pack of 1)", "asin": "B07HKRFZ8X", "price": "$28.95", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KitKat Miniatures Crisp Wafers, Dark Chocolate Snack Size (Pack of 2 Pounds)", "asin": "B07MQVVDJ3", "price": "$23.99", "delivery": "FREE delivery Sun, Apr 13 Arrives before Easter Only 2 left in stock - order soon."},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "B0DG4YPR4N", "price": "$13.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon."},
{"title": "NESTL\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams", "asin": "B0BXWPBST4", "price": "$7.58", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Kit Kat Milk Chocolate Mini EASTER Eggs 2 Pounds Apporx 125 Eggs", "asin": "B0CMRC8KL4", "price": "$17.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Unwrapped Mini Milk Chocolate in Crispy Wafers, 3.8 Ounce (Pack of 2)", "asin": "B08NZ6GSL2"},
{"title": "Miniatures Milk Chocolate Wafer, Easter Candy Bag, 9.6 oz", "asin": "B0CJVMMR92"},
{"title": "NESTL\u00c9 Mini Chocolate Bar Adult Sweetness Dark Matcha 10pcs", "asin": "B0BXWM2MXD", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10"},
{"title": "NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces", "asin": "B0C4G6FFJL", "price": "$5.79", "delivery": "FREE delivery Apr 14 - 16 for Prime members"},
{"title": "Miniatures Milk Chocolate Wafer Candy Family Pack, 16.1 oz", "asin": "B07YSJPW1R", "price": "$25.99", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Mon, Apr 14 Arrives before Easter Only 2 left in stock - order soon."},
{"title": "Miniatures", "asin": "B00C21TNGM", "price": "$10.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Kit Kat Miniatures Crisp Wafers, Dark Chocolate Snack Size, 8 Ounces, Approx 25 Bars (8 OZ)", "asin": "B0CL74K3JB", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Mini, 125 Count Party Pack, Milk Chocolate and Hazelnut Cream, Individually Wrapped Chocolate Bars, 23.8 oz", "asin": "B0CD31YXQB", "price": "$19.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Nestl\u00e9 Mini Kit Kat Chocolate Bars, 25pcs, 312g/11oz.", "asin": "B09YS2DN2H", "price": "$16.99", "delivery": "$9.99 delivery Apr 18 - 23 Only 19 left in stock - order soon."},
{"title": "Nestl\u00e9 KitKat Mini Adult Sweetness Strawberry 11 pcs", "asin": "B0B4JVVNMM", "price": "$8.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Miniatures Milk Chocolate Wafer, Valentine's Candy Bag, 9.6 oz", "asin": "B0992PW27X", "price": "$9.05", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 7 left in stock - order soon."},
{"title": "KIT KAT Miniatures Wafer Candy Bars (Assorted)", "asin": "B0BTMWWYTK", "price": "$26.31", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Miniatures Milk Chocolate Wafer Candy Bars, Halloween, 10 Ounce (Pack of 1)", "asin": "B008BTT648", "price": "$2.99", "delivery": "$5.99 delivery Thu, Apr 24 Or fastest delivery Apr 18 - 21"},
{"title": "Japanese KitKat Blueberry Cheese Cake Box 4.2oz - 9 Mini Bar", "asin": "B0DXZ7XMJB", "price": "$24.00", "delivery": " Two-Day FREE delivery Fri, Apr 11"},
{"title": "Kit Kat Chocolate Mini Bars \u2013 2 Pound Bag (Approx. 70 Bars) \u2013 Great for Sharing and Candy Jars", "asin": "B0DHDDDZ2P", "price": "$34.99", "delivery": "FREE delivery Mon, Apr 14 Arrives before Easter Only 2 left in stock - order soon."},
{"title": "Valetines Day KltKat-mini Miniatures 30+ bars Crisp Wafers, Dark Chocolate Snack Size", "asin": "B0CLQ7W7S6", "price": "$11.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Nestle Kit Kat Mini Cacao 72%, Pack of 12", "asin": "B0CHBNCN7W"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T20:40:37.053Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"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\": \"japanese mini kit kat\"}],\n\"product_details\": [{\"asin\": \"B0DJ854XR5\"},\n{\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\"},\n{\"price\": \"$21.90\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Diet Coke, 12 fl oz, 8 Pack (Package May Vary)\", \"asin\": \"B00FXJ62WI\", \"price\": \"$4.89\", \"quantity\": \"\"},\n{\"title\": \"Dubai Chocolate Bar Pistachio, Viral Crispy Knafeh Chocolate Bar with Pistachio Cream and Kataifi, 3 oz (86g)\", \"asin\": \"B0F13HPKFJ\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Shiroi Koibito Cookies Assortments White & Black Chocolate 36 Pcs For Gifts And Presents_AB\", \"asin\": \"B0C9WS8X5Z\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Pop Easter Candy Lollipops, 20 Ct Variety Pack in Assorted Fruity Flavors, Bulk Individually Wrapped Hard Candy Lollipops For Easter Basket Stuffers, Party Favors, Treats and Gifts for Kids\", \"asin\": \"B06XGNL1RX\", \"price\": \"$15.00\", \"quantity\": \"\"},\n{\"title\": \"50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)\", \"asin\": \"B0CZL4CJZP\", \"price\": \"$31.97\", \"quantity\": \"\"},\n{\"title\": \"Jet Mini Milk Chocoate Bar, Bag with 24 Units, 5.07 oz\", \"asin\": \"B0DPGTBNLJ\", \"price\": \"$10.20\", \"quantity\": \"\"},\n{\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"B0CHDYP297\", \"price\": \"$24.97\", \"quantity\": \"\"},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{},\n{}],\n\"comparison_items\": [{\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\"},\n{\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"B07XFYVQ4F\", \"price\": \"$9.60\"},\n{\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"B075LSV11Y\", \"price\": \"$24.97\"},\n{\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"B0DG4YPR4N\", \"price\": \"$13.00\"},\n{\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"B0BTXW2M9H\", \"price\": \"$18.49\"},\n{\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"B09HR3WQZ9\", \"price\": \"$9.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:46:03.874Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "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": "japanese mini kit kat"}],
"product_details": [{"asin": "B0DJ854XR5"},
{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size"},
{"price": "$21.90"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Diet Coke, 12 fl oz, 8 Pack (Package May Vary)", "asin": "B00FXJ62WI", "price": "$4.89", "quantity": ""},
{"title": "Dubai Chocolate Bar Pistachio, Viral Crispy Knafeh Chocolate Bar with Pistachio Cream and Kataifi, 3 oz (86g)", "asin": "B0F13HPKFJ", "price": "$13.99", "quantity": ""},
{"title": "Shiroi Koibito Cookies Assortments White & Black Chocolate 36 Pcs For Gifts And Presents_AB", "asin": "B0C9WS8X5Z", "price": "$48.99", "quantity": ""},
{"title": "Ring Pop Easter Candy Lollipops, 20 Ct Variety Pack in Assorted Fruity Flavors, Bulk Individually Wrapped Hard Candy Lollipops For Easter Basket Stuffers, Party Favors, Treats and Gifts for Kids", "asin": "B06XGNL1RX", "price": "$15.00", "quantity": ""},
{"title": "50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)", "asin": "B0CZL4CJZP", "price": "$31.97", "quantity": ""},
{"title": "Jet Mini Milk Chocoate Bar, Bag with 24 Units, 5.07 oz", "asin": "B0DPGTBNLJ", "price": "$10.20", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "B0CHDYP297", "price": "$24.97", "quantity": ""},
{},
{},
{},
{},
{},
{},
{},
{},
{},
{},
{},
{},
{}],
"comparison_items": [{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90"},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "B07XFYVQ4F", "price": "$9.60"},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "B075LSV11Y", "price": "$24.97"},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "B0DG4YPR4N", "price": "$13.00"},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "B0BTXW2M9H", "price": "$18.49"},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "B09HR3WQZ9", "price": "$9.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T20:46:03.874Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-09T20:46:03.874Z
|
click
|
review
|
rule
|
2025-04-09T20:46:03.874Z
|
click
|
review
|
train
| 618 |
2025-04-09T20:46:03.874Z
|
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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "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": "japanese mini kit kat"}],
"product_details": [{"asin": "B0DJ854XR5"},
{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size"},
{"price": "$21.90"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Diet Coke, 12 fl oz, 8 Pack (Package May Vary)", "asin": "B00FXJ62WI", "price": "$4.89", "quantity": ""},
{"title": "Dubai Chocolate Bar Pistachio, Viral Crispy Knafeh Chocolate Bar with Pistachio Cream and Kataifi, 3 oz (86g)", "asin": "B0F13HPKFJ", "price": "$13.99", "quantity": ""},
{"title": "Shiroi Koibito Cookies Assortments White & Black Chocolate 36 Pcs For Gifts And Presents_AB", "asin": "B0C9WS8X5Z", "price": "$48.99", "quantity": ""},
{"title": "Ring Pop Easter Candy Lollipops, 20 Ct Variety Pack in Assorted Fruity Flavors, Bulk Individually Wrapped Hard Candy Lollipops For Easter Basket Stuffers, Party Favors, Treats and Gifts for Kids", "asin": "B06XGNL1RX", "price": "$15.00", "quantity": ""},
{"title": "50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)", "asin": "B0CZL4CJZP", "price": "$31.97", "quantity": ""},
{"title": "Jet Mini Milk Chocoate Bar, Bag with 24 Units, 5.07 oz", "asin": "B0DPGTBNLJ", "price": "$10.20", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "B0CHDYP297", "price": "$24.97", "quantity": ""},
{},
{},
{},
{},
{},
{},
{},
{},
{},
{},
{},
{},
{}],
"comparison_items": [{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90"},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "B07XFYVQ4F", "price": "$9.60"},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "B075LSV11Y", "price": "$24.97"},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "B0DG4YPR4N", "price": "$13.00"},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "B0BTXW2M9H", "price": "$18.49"},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "B09HR3WQZ9", "price": "$9.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T20:46:03.874Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"japanese mini kit kat\"}],\n\"product_details\": [{\"asin\": \"B0DJ854XR5\"},\n{\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\"},\n{\"price\": \"$21.90\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"asin\": \"B0CHDYP297\"},\n{\"asin\": \"B0BTMWWYTK\"},\n{\"asin\": \"B0F1CKNXP6\"},\n{\"asin\": \"B0DZTWJ4SL\"},\n{\"asin\": \"B01DHYLBIK\"},\n{\"asin\": \"B07DX4R78B\"},\n{\"asin\": \"B0C9WS8X5Z\"},\n{\"title\": \"Shiroi Koibito Cookies Assortments White & Black Chocolate 36 Pcs For Gifts And Presents_AB\", \"asin\": \"B0C9WS8X5Z\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"Push Pop Easter Candy for Party Favors, 24 Count Variety Candy Lollipops, Fun Push Pop Lollipop Gift Baskets, Easter Baskets, Birthdays\", \"asin\": \"B002RGU0M8\", \"price\": \"$16.48\", \"quantity\": \"\"},\n{\"title\": \"MEGURISM Yoku Moku Cookies Assortimon de Biscuit Japanese Cookies Assortments For Gifts And Presents\", \"asin\": \"B0CSWSK34D\", \"price\": \"$42.00\", \"quantity\": \"\"},\n{\"title\": \"Japanese Snack Assortment 40 pcs of 32 types Full of \\\"DAGASHI\\\", \\\"OHIMESAMA Snack Selection\\\" (L)\", \"asin\": \"B076X1VB5S\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"B0CHDYP297\", \"price\": \"$24.97\", \"quantity\": \"\"},\n{\"title\": \"KIT KAT Miniatures Wafer Candy Bars (Assorted)\", \"asin\": \"B0BTMWWYTK\", \"price\": \"$26.31\", \"quantity\": \"\"},\n{\"title\": \"Sakura Box Japanese Candy & Snacks 40 Piece Dagashi Set (Box)\", \"asin\": \"B07DX4R78B\", \"price\": \"$25.97\", \"quantity\": \"\"},\n{},\n{},\n{},\n{},\n{},\n{},\n{}],\n\"comparison_items\": [{\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\"},\n{\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"B07XFYVQ4F\", \"price\": \"$9.60\"},\n{\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"B075LSV11Y\", \"price\": \"$24.97\"},\n{\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"B0DG4YPR4N\", \"price\": \"$13.00\"},\n{\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"B0BTXW2M9H\", \"price\": \"$18.49\"},\n{\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"B09HR3WQZ9\", \"price\": \"$9.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:47:04.911Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "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": "japanese mini kit kat"}],
"product_details": [{"asin": "B0DJ854XR5"},
{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size"},
{"price": "$21.90"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"asin": "B0CHDYP297"},
{"asin": "B0BTMWWYTK"},
{"asin": "B0F1CKNXP6"},
{"asin": "B0DZTWJ4SL"},
{"asin": "B01DHYLBIK"},
{"asin": "B07DX4R78B"},
{"asin": "B0C9WS8X5Z"},
{"title": "Shiroi Koibito Cookies Assortments White & Black Chocolate 36 Pcs For Gifts And Presents_AB", "asin": "B0C9WS8X5Z", "price": "$48.99", "quantity": ""},
{"title": "Push Pop Easter Candy for Party Favors, 24 Count Variety Candy Lollipops, Fun Push Pop Lollipop Gift Baskets, Easter Baskets, Birthdays", "asin": "B002RGU0M8", "price": "$16.48", "quantity": ""},
{"title": "MEGURISM Yoku Moku Cookies Assortimon de Biscuit Japanese Cookies Assortments For Gifts And Presents", "asin": "B0CSWSK34D", "price": "$42.00", "quantity": ""},
{"title": "Japanese Snack Assortment 40 pcs of 32 types Full of \"DAGASHI\", \"OHIMESAMA Snack Selection\" (L)", "asin": "B076X1VB5S", "price": "$35.99", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "B0CHDYP297", "price": "$24.97", "quantity": ""},
{"title": "KIT KAT Miniatures Wafer Candy Bars (Assorted)", "asin": "B0BTMWWYTK", "price": "$26.31", "quantity": ""},
{"title": "Sakura Box Japanese Candy & Snacks 40 Piece Dagashi Set (Box)", "asin": "B07DX4R78B", "price": "$25.97", "quantity": ""},
{},
{},
{},
{},
{},
{},
{}],
"comparison_items": [{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90"},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "B07XFYVQ4F", "price": "$9.60"},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "B075LSV11Y", "price": "$24.97"},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "B0DG4YPR4N", "price": "$13.00"},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "B0BTXW2M9H", "price": "$18.49"},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "B09HR3WQZ9", "price": "$9.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T20:47:04.911Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-09T20:47:04.911Z
|
click
|
review
|
rule
|
2025-04-09T20:47:04.911Z
|
click
|
review
|
train
| 619 |
2025-04-09T20:47:04.911Z
|
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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "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": "japanese mini kit kat"}],
"product_details": [{"asin": "B0DJ854XR5"},
{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size"},
{"price": "$21.90"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"asin": "B0CHDYP297"},
{"asin": "B0BTMWWYTK"},
{"asin": "B0F1CKNXP6"},
{"asin": "B0DZTWJ4SL"},
{"asin": "B01DHYLBIK"},
{"asin": "B07DX4R78B"},
{"asin": "B0C9WS8X5Z"},
{"title": "Shiroi Koibito Cookies Assortments White & Black Chocolate 36 Pcs For Gifts And Presents_AB", "asin": "B0C9WS8X5Z", "price": "$48.99", "quantity": ""},
{"title": "Push Pop Easter Candy for Party Favors, 24 Count Variety Candy Lollipops, Fun Push Pop Lollipop Gift Baskets, Easter Baskets, Birthdays", "asin": "B002RGU0M8", "price": "$16.48", "quantity": ""},
{"title": "MEGURISM Yoku Moku Cookies Assortimon de Biscuit Japanese Cookies Assortments For Gifts And Presents", "asin": "B0CSWSK34D", "price": "$42.00", "quantity": ""},
{"title": "Japanese Snack Assortment 40 pcs of 32 types Full of \"DAGASHI\", \"OHIMESAMA Snack Selection\" (L)", "asin": "B076X1VB5S", "price": "$35.99", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "B0CHDYP297", "price": "$24.97", "quantity": ""},
{"title": "KIT KAT Miniatures Wafer Candy Bars (Assorted)", "asin": "B0BTMWWYTK", "price": "$26.31", "quantity": ""},
{"title": "Sakura Box Japanese Candy & Snacks 40 Piece Dagashi Set (Box)", "asin": "B07DX4R78B", "price": "$25.97", "quantity": ""},
{},
{},
{},
{},
{},
{},
{}],
"comparison_items": [{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90"},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "B07XFYVQ4F", "price": "$9.60"},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "B075LSV11Y", "price": "$24.97"},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "B0DG4YPR4N", "price": "$13.00"},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "B0BTXW2M9H", "price": "$18.49"},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "B09HR3WQZ9", "price": "$9.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T20:47:04.911Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"B0DJ854XR5\"},\n{\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\"},\n{\"price\": \"$21.90\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"asin\": \"B0CHDYP297\"},\n{\"asin\": \"B0CVJ2B7C5\"},\n{\"asin\": \"B07DX4R78B\"},\n{\"asin\": \"B01DHYLBIK\"},\n{\"asin\": \"B0C4KPSPTX\"},\n{\"asin\": \"B07CGPLXG9\"},\n{\"asin\": \"B084RK9HB7\"},\n{\"title\": \"Dubai Chocolate Bar Pistachio, Viral Crispy Knafeh Chocolate Bar with Pistachio Cream and Kataifi, 3 oz (86g)\", \"asin\": \"B0F13HPKFJ\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Diet Coke, 12 fl oz, 8 Pack (Package May Vary)\", \"asin\": \"B00FXJ62WI\", \"price\": \"$4.89\", \"quantity\": \"\"},\n{\"title\": \"Dubai Chocolate Bar Pistachio, Viral Knafeh Chocolate Bar with Pistachio Cream and Crispy Kataifi, 7 oz (200gr), Gift Chocolate\", \"asin\": \"B0DPLKB3HM\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Pop Easter Candy Lollipops, 20 Ct Variety Pack in Assorted Fruity Flavors, Bulk Individually Wrapped Hard Candy Lollipops For Easter Basket Stuffers, Party Favors, Treats and Gifts for Kids\", \"asin\": \"B06XGNL1RX\", \"price\": \"$15.00\", \"quantity\": \"\"},\n{\"title\": \"Kit Kat Chocolate Gift Box \\u2013 Delightful Milk Chocolate Bars in a Elegant Red Box \\u2013 A Sweet Mother\\u2019s Day Gift for Mom, Perfect for Sharing & Celebrating\", \"asin\": \"B0DS6HNRY1\", \"price\": \"$14.95\", \"quantity\": \"\"},\n{\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"B0CHDYP297\", \"price\": \"$24.97\", \"quantity\": \"\"},\n{\"title\": \"Kitkat Candy Bars, 5lb Bag of Mini Chocolate Bars, Ideal Kit Kats in Bulk for Candy Buffets, Gift Baskets, and Office Treats, Perfect Mini Candy Bars for Snacking, Sharing, and Parties\", \"asin\": \"B0CVJ2B7C5\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\"},\n{\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"B07XFYVQ4F\", \"price\": \"$9.60\"},\n{\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"B075LSV11Y\", \"price\": \"$24.97\"},\n{\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"B0DG4YPR4N\", \"price\": \"$13.00\"},\n{\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"B0BTXW2M9H\", \"price\": \"$18.49\"},\n{\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"B09HR3WQZ9\", \"price\": \"$9.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:51:03.991Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"asin": "B0DJ854XR5"},
{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size"},
{"price": "$21.90"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"asin": "B0CHDYP297"},
{"asin": "B0CVJ2B7C5"},
{"asin": "B07DX4R78B"},
{"asin": "B01DHYLBIK"},
{"asin": "B0C4KPSPTX"},
{"asin": "B07CGPLXG9"},
{"asin": "B084RK9HB7"},
{"title": "Dubai Chocolate Bar Pistachio, Viral Crispy Knafeh Chocolate Bar with Pistachio Cream and Kataifi, 3 oz (86g)", "asin": "B0F13HPKFJ", "price": "$13.99", "quantity": ""},
{"title": "Diet Coke, 12 fl oz, 8 Pack (Package May Vary)", "asin": "B00FXJ62WI", "price": "$4.89", "quantity": ""},
{"title": "Dubai Chocolate Bar Pistachio, Viral Knafeh Chocolate Bar with Pistachio Cream and Crispy Kataifi, 7 oz (200gr), Gift Chocolate", "asin": "B0DPLKB3HM", "price": "$22.99", "quantity": ""},
{"title": "Ring Pop Easter Candy Lollipops, 20 Ct Variety Pack in Assorted Fruity Flavors, Bulk Individually Wrapped Hard Candy Lollipops For Easter Basket Stuffers, Party Favors, Treats and Gifts for Kids", "asin": "B06XGNL1RX", "price": "$15.00", "quantity": ""},
{"title": "Kit Kat Chocolate Gift Box \u2013 Delightful Milk Chocolate Bars in a Elegant Red Box \u2013 A Sweet Mother\u2019s Day Gift for Mom, Perfect for Sharing & Celebrating", "asin": "B0DS6HNRY1", "price": "$14.95", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "B0CHDYP297", "price": "$24.97", "quantity": ""},
{"title": "Kitkat Candy Bars, 5lb Bag of Mini Chocolate Bars, Ideal Kit Kats in Bulk for Candy Buffets, Gift Baskets, and Office Treats, Perfect Mini Candy Bars for Snacking, Sharing, and Parties", "asin": "B0CVJ2B7C5", "quantity": ""}],
"comparison_items": [{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90"},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "B07XFYVQ4F", "price": "$9.60"},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "B075LSV11Y", "price": "$24.97"},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "B0DG4YPR4N", "price": "$13.00"},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "B0BTXW2M9H", "price": "$18.49"},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "B09HR3WQZ9", "price": "$9.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T20:51:03.991Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-09T20:51:03.991Z
|
purchase
|
B0DJ854XR5
|
rule
|
2025-04-09T20:51:03.991Z
|
purchase
|
B0DJ854XR5
|
train
| 620 |
2025-04-09T20:51:03.991Z
|
purchase
|
B0DJ854XR5
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"asin": "B0DJ854XR5"},
{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size"},
{"price": "$21.90"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"asin": "B0CHDYP297"},
{"asin": "B0CVJ2B7C5"},
{"asin": "B07DX4R78B"},
{"asin": "B01DHYLBIK"},
{"asin": "B0C4KPSPTX"},
{"asin": "B07CGPLXG9"},
{"asin": "B084RK9HB7"},
{"title": "Dubai Chocolate Bar Pistachio, Viral Crispy Knafeh Chocolate Bar with Pistachio Cream and Kataifi, 3 oz (86g)", "asin": "B0F13HPKFJ", "price": "$13.99", "quantity": ""},
{"title": "Diet Coke, 12 fl oz, 8 Pack (Package May Vary)", "asin": "B00FXJ62WI", "price": "$4.89", "quantity": ""},
{"title": "Dubai Chocolate Bar Pistachio, Viral Knafeh Chocolate Bar with Pistachio Cream and Crispy Kataifi, 7 oz (200gr), Gift Chocolate", "asin": "B0DPLKB3HM", "price": "$22.99", "quantity": ""},
{"title": "Ring Pop Easter Candy Lollipops, 20 Ct Variety Pack in Assorted Fruity Flavors, Bulk Individually Wrapped Hard Candy Lollipops For Easter Basket Stuffers, Party Favors, Treats and Gifts for Kids", "asin": "B06XGNL1RX", "price": "$15.00", "quantity": ""},
{"title": "Kit Kat Chocolate Gift Box \u2013 Delightful Milk Chocolate Bars in a Elegant Red Box \u2013 A Sweet Mother\u2019s Day Gift for Mom, Perfect for Sharing & Celebrating", "asin": "B0DS6HNRY1", "price": "$14.95", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "B0CHDYP297", "price": "$24.97", "quantity": ""},
{"title": "Kitkat Candy Bars, 5lb Bag of Mini Chocolate Bars, Ideal Kit Kats in Bulk for Candy Buffets, Gift Baskets, and Office Treats, Perfect Mini Candy Bars for Snacking, Sharing, and Parties", "asin": "B0CVJ2B7C5", "quantity": ""}],
"comparison_items": [{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90"},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "B07XFYVQ4F", "price": "$9.60"},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "B075LSV11Y", "price": "$24.97"},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "B0DG4YPR4N", "price": "$13.00"},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "B0BTXW2M9H", "price": "$18.49"},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "B09HR3WQZ9", "price": "$9.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T20:51:03.991Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\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\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker\", \"asin\": \"\", \"price\": \"$18.45\", \"quantity\": \"\"},\n{\"title\": \"20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate\", \"asin\": \"\", \"price\": \"$20.97\", \"quantity\": \"\"},\n{\"title\": \"Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces\", \"asin\": \"\", \"price\": \"$5.79\", \"quantity\": \"\"},\n{\"title\": \"Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size\", \"asin\": \"\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan\", \"asin\": \"\", \"price\": \"$8.76\", \"quantity\": \"\"},\n{\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"\", \"price\": \"$9.60\", \"quantity\": \"\"},\n{\"title\": \"Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"$13.00\", \"quantity\": \"\"},\n{\"title\": \"Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)\", \"asin\": \"\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)\", \"asin\": \"\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"\", \"price\": \"$18.49\", \"quantity\": \"\"},\n{\"title\": \"Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box\", \"asin\": \"\", \"price\": \"$44.97\", \"quantity\": \"\"},\n{\"title\": \"Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"40 Japanese Candy & snack box and other popular sweets (box)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Shiroi Koibito White Lover White & Black Chocolate 24pcs\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack\", \"asin\": \"\", \"price\": \"$12.72\", \"quantity\": \"\"},\n{\"title\": \"Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\\\" * 8\\\" (020)\", \"asin\": \"\", \"price\": \"$8.48\", \"quantity\": \"\"},\n{\"title\": \"OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories\", \"asin\": \"\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)\", \"asin\": \"\", \"price\": \"$14.75\", \"quantity\": \"\"},\n{\"title\": \"YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g\", \"asin\": \"\", \"price\": \"$18.64\", \"quantity\": \"\"},\n{\"title\": \"International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More\", \"asin\": \"\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:52:06.263Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
<|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": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90", "quantity": "1"}],
"promotion_items": [{"title": "Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker", "asin": "", "price": "$18.45", "quantity": ""},
{"title": "20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate", "asin": "", "price": "$20.97", "quantity": ""},
{"title": "Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces", "asin": "", "price": "$5.79", "quantity": ""},
{"title": "Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size", "asin": "", "price": "$12.95", "quantity": ""},
{"title": "Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan", "asin": "", "price": "$8.76", "quantity": ""},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "", "price": "$9.60", "quantity": ""},
{"title": "Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)", "asin": "", "price": "", "quantity": ""},
{"title": "Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY", "asin": "", "price": "", "quantity": ""},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "", "price": "", "quantity": ""},
{"title": "Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis", "asin": "", "price": "", "quantity": ""},
{"title": "DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift", "asin": "", "price": "", "quantity": ""},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped", "asin": "", "price": "", "quantity": ""},
{"title": "Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea", "asin": "", "price": "", "quantity": ""},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "", "price": "$13.00", "quantity": ""},
{"title": "Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)", "asin": "", "price": "$23.97", "quantity": ""},
{"title": "Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)", "asin": "", "price": "$7.99", "quantity": ""},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "", "price": "$18.49", "quantity": ""},
{"title": "Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box", "asin": "", "price": "$44.97", "quantity": ""},
{"title": "Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate", "asin": "", "price": "", "quantity": ""},
{"title": "40 Japanese Candy & snack box and other popular sweets (box)", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz", "asin": "", "price": "", "quantity": ""},
{"title": "Shiroi Koibito White Lover White & Black Chocolate 24pcs", "asin": "", "price": "", "quantity": ""},
{"title": "TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)", "asin": "", "price": "", "quantity": ""},
{"title": "Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks", "asin": "", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "", "price": "", "quantity": ""},
{"title": "Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]", "asin": "", "price": "", "quantity": ""},
{"title": "The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack", "asin": "", "price": "$12.72", "quantity": ""},
{"title": "Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\" * 8\" (020)", "asin": "", "price": "$8.48", "quantity": ""},
{"title": "OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories", "asin": "", "price": "$9.95", "quantity": ""},
{"title": "Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)", "asin": "", "price": "$14.75", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g", "asin": "", "price": "$18.64", "quantity": ""},
{"title": "International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More", "asin": "", "price": "$39.95", "quantity": ""},
{"title": "Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag", "asin": "", "price": "$14.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T20:52:06.263Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-09T20:52:06.263Z
|
click
|
page_related
|
rule
|
2025-04-09T20:52:06.263Z
|
click
|
page_related
|
train
| 621 |
2025-04-09T20:52:06.263Z
|
click
|
page_related
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
<|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": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90", "quantity": "1"}],
"promotion_items": [{"title": "Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker", "asin": "", "price": "$18.45", "quantity": ""},
{"title": "20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate", "asin": "", "price": "$20.97", "quantity": ""},
{"title": "Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces", "asin": "", "price": "$5.79", "quantity": ""},
{"title": "Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size", "asin": "", "price": "$12.95", "quantity": ""},
{"title": "Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan", "asin": "", "price": "$8.76", "quantity": ""},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "", "price": "$9.60", "quantity": ""},
{"title": "Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)", "asin": "", "price": "", "quantity": ""},
{"title": "Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY", "asin": "", "price": "", "quantity": ""},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "", "price": "", "quantity": ""},
{"title": "Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis", "asin": "", "price": "", "quantity": ""},
{"title": "DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift", "asin": "", "price": "", "quantity": ""},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped", "asin": "", "price": "", "quantity": ""},
{"title": "Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea", "asin": "", "price": "", "quantity": ""},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "", "price": "$13.00", "quantity": ""},
{"title": "Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)", "asin": "", "price": "$23.97", "quantity": ""},
{"title": "Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)", "asin": "", "price": "$7.99", "quantity": ""},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "", "price": "$18.49", "quantity": ""},
{"title": "Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box", "asin": "", "price": "$44.97", "quantity": ""},
{"title": "Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate", "asin": "", "price": "", "quantity": ""},
{"title": "40 Japanese Candy & snack box and other popular sweets (box)", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz", "asin": "", "price": "", "quantity": ""},
{"title": "Shiroi Koibito White Lover White & Black Chocolate 24pcs", "asin": "", "price": "", "quantity": ""},
{"title": "TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)", "asin": "", "price": "", "quantity": ""},
{"title": "Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks", "asin": "", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "", "price": "", "quantity": ""},
{"title": "Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]", "asin": "", "price": "", "quantity": ""},
{"title": "The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack", "asin": "", "price": "$12.72", "quantity": ""},
{"title": "Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\" * 8\" (020)", "asin": "", "price": "$8.48", "quantity": ""},
{"title": "OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories", "asin": "", "price": "$9.95", "quantity": ""},
{"title": "Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)", "asin": "", "price": "$14.75", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g", "asin": "", "price": "$18.64", "quantity": ""},
{"title": "International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More", "asin": "", "price": "$39.95", "quantity": ""},
{"title": "Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag", "asin": "", "price": "$14.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T20:52:06.263Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"\", \"price\": \"$9.60\", \"quantity\": \"\"},\n{\"title\": \"Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"$13.20\", \"quantity\": \"\"},\n{\"title\": \"Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY\", \"asin\": \"\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"\", \"price\": \"$24.97\", \"quantity\": \"\"},\n{\"title\": \"Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis\", \"asin\": \"\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift\", \"asin\": \"\", \"price\": \"$52.99\", \"quantity\": \"\"},\n{\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"$13.00\", \"quantity\": \"\"},\n{\"title\": \"Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)\", \"asin\": \"\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)\", \"asin\": \"\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"\", \"price\": \"$18.49\", \"quantity\": \"\"},\n{\"title\": \"Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box\", \"asin\": \"\", \"price\": \"$44.97\", \"quantity\": \"\"},\n{\"title\": \"Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"40 Japanese Candy & snack box and other popular sweets (box)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Shiroi Koibito White Lover White & Black Chocolate 24pcs\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack\", \"asin\": \"\", \"price\": \"$12.72\", \"quantity\": \"\"},\n{\"title\": \"Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\\\" * 8\\\" (020)\", \"asin\": \"\", \"price\": \"$8.48\", \"quantity\": \"\"},\n{\"title\": \"OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories\", \"asin\": \"\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)\", \"asin\": \"\", \"price\": \"$14.75\", \"quantity\": \"\"},\n{\"title\": \"YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g\", \"asin\": \"\", \"price\": \"$18.64\", \"quantity\": \"\"},\n{\"title\": \"International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More\", \"asin\": \"\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:52:24.012Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90", "quantity": "1"}],
"promotion_items": [{"title": "Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker", "asin": "", "price": "", "quantity": ""},
{"title": "20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate", "asin": "", "price": "", "quantity": ""},
{"title": "Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces", "asin": "", "price": "", "quantity": ""},
{"title": "Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size", "asin": "", "price": "", "quantity": ""},
{"title": "Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan", "asin": "", "price": "", "quantity": ""},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "", "price": "$9.60", "quantity": ""},
{"title": "Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)", "asin": "", "price": "$13.20", "quantity": ""},
{"title": "Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY", "asin": "", "price": "$20.99", "quantity": ""},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "", "price": "$24.97", "quantity": ""},
{"title": "Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis", "asin": "", "price": "$49.99", "quantity": ""},
{"title": "DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift", "asin": "", "price": "$52.99", "quantity": ""},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped", "asin": "", "price": "", "quantity": ""},
{"title": "Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea", "asin": "", "price": "", "quantity": ""},
{"title": "KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars", "asin": "", "price": "", "quantity": ""},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "", "price": "$13.00", "quantity": ""},
{"title": "Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)", "asin": "", "price": "$23.97", "quantity": ""},
{"title": "Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)", "asin": "", "price": "$7.99", "quantity": ""},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "", "price": "$18.49", "quantity": ""},
{"title": "Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box", "asin": "", "price": "$44.97", "quantity": ""},
{"title": "Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate", "asin": "", "price": "", "quantity": ""},
{"title": "40 Japanese Candy & snack box and other popular sweets (box)", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz", "asin": "", "price": "", "quantity": ""},
{"title": "Shiroi Koibito White Lover White & Black Chocolate 24pcs", "asin": "", "price": "", "quantity": ""},
{"title": "TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)", "asin": "", "price": "", "quantity": ""},
{"title": "Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks", "asin": "", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "", "price": "", "quantity": ""},
{"title": "Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]", "asin": "", "price": "", "quantity": ""},
{"title": "The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack", "asin": "", "price": "$12.72", "quantity": ""},
{"title": "Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\" * 8\" (020)", "asin": "", "price": "$8.48", "quantity": ""},
{"title": "OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories", "asin": "", "price": "$9.95", "quantity": ""},
{"title": "Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)", "asin": "", "price": "$14.75", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g", "asin": "", "price": "$18.64", "quantity": ""},
{"title": "International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More", "asin": "", "price": "$39.95", "quantity": ""},
{"title": "Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag", "asin": "", "price": "$14.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T20:52:24.012Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-09T20:52:24.012Z
|
click
|
page_related
|
rule
|
2025-04-09T20:52:24.012Z
|
click
|
page_related
|
train
| 622 |
2025-04-09T20:52:24.012Z
|
click
|
page_related
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90", "quantity": "1"}],
"promotion_items": [{"title": "Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker", "asin": "", "price": "", "quantity": ""},
{"title": "20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate", "asin": "", "price": "", "quantity": ""},
{"title": "Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces", "asin": "", "price": "", "quantity": ""},
{"title": "Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size", "asin": "", "price": "", "quantity": ""},
{"title": "Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan", "asin": "", "price": "", "quantity": ""},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "", "price": "$9.60", "quantity": ""},
{"title": "Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)", "asin": "", "price": "$13.20", "quantity": ""},
{"title": "Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY", "asin": "", "price": "$20.99", "quantity": ""},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "", "price": "$24.97", "quantity": ""},
{"title": "Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis", "asin": "", "price": "$49.99", "quantity": ""},
{"title": "DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift", "asin": "", "price": "$52.99", "quantity": ""},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped", "asin": "", "price": "", "quantity": ""},
{"title": "Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea", "asin": "", "price": "", "quantity": ""},
{"title": "KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars", "asin": "", "price": "", "quantity": ""},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "", "price": "$13.00", "quantity": ""},
{"title": "Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)", "asin": "", "price": "$23.97", "quantity": ""},
{"title": "Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)", "asin": "", "price": "$7.99", "quantity": ""},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "", "price": "$18.49", "quantity": ""},
{"title": "Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box", "asin": "", "price": "$44.97", "quantity": ""},
{"title": "Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate", "asin": "", "price": "", "quantity": ""},
{"title": "40 Japanese Candy & snack box and other popular sweets (box)", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz", "asin": "", "price": "", "quantity": ""},
{"title": "Shiroi Koibito White Lover White & Black Chocolate 24pcs", "asin": "", "price": "", "quantity": ""},
{"title": "TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)", "asin": "", "price": "", "quantity": ""},
{"title": "Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks", "asin": "", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "", "price": "", "quantity": ""},
{"title": "Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]", "asin": "", "price": "", "quantity": ""},
{"title": "The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack", "asin": "", "price": "$12.72", "quantity": ""},
{"title": "Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\" * 8\" (020)", "asin": "", "price": "$8.48", "quantity": ""},
{"title": "OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories", "asin": "", "price": "$9.95", "quantity": ""},
{"title": "Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)", "asin": "", "price": "$14.75", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g", "asin": "", "price": "$18.64", "quantity": ""},
{"title": "International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More", "asin": "", "price": "$39.95", "quantity": ""},
{"title": "Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag", "asin": "", "price": "$14.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T20:52:24.012Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift\", \"asin\": \"\", \"price\": \"$52.99\", \"quantity\": \"\"},\n{\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped\", \"asin\": \"\", \"price\": \"$19.25\", \"quantity\": \"\"},\n{\"title\": \"Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea\", \"asin\": \"\", \"price\": \"$11.95\", \"quantity\": \"\"},\n{\"title\": \"KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Kit Kat NESTL\\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"UHA mikakuto Puchao Soft Chewy Candy with Gummy Bits, 4 Fruit Soda Flavors with Apple, Watermelon, Grape, and Orange, 3.53 Oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"40 Japanese Candy Box 30 Japanese Snacks Plus 10 Japanese Kit Kat Flavors\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caramel. Eggs Cadbur'y1.2oz pack of 10 Chocolate & Caramel.Candy Eggs - Chocolate Caramel. Easter Candy- Individually Wrapped Easter Candy\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"$13.00\", \"quantity\": \"\"},\n{\"title\": \"Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)\", \"asin\": \"\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)\", \"asin\": \"\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"\", \"price\": \"$18.49\", \"quantity\": \"\"},\n{\"title\": \"Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box\", \"asin\": \"\", \"price\": \"$44.97\", \"quantity\": \"\"},\n{\"title\": \"Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"40 Japanese Candy & snack box and other popular sweets (box)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Shiroi Koibito White Lover White & Black Chocolate 24pcs\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack\", \"asin\": \"\", \"price\": \"$12.72\", \"quantity\": \"\"},\n{\"title\": \"Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\\\" * 8\\\" (020)\", \"asin\": \"\", \"price\": \"$8.48\", \"quantity\": \"\"},\n{\"title\": \"OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories\", \"asin\": \"\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)\", \"asin\": \"\", \"price\": \"$14.75\", \"quantity\": \"\"},\n{\"title\": \"YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g\", \"asin\": \"\", \"price\": \"$18.64\", \"quantity\": \"\"},\n{\"title\": \"International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More\", \"asin\": \"\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:52:50.247Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90", "quantity": "1"}],
"promotion_items": [{"title": "Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker", "asin": "", "price": "", "quantity": ""},
{"title": "20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate", "asin": "", "price": "", "quantity": ""},
{"title": "Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces", "asin": "", "price": "", "quantity": ""},
{"title": "Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size", "asin": "", "price": "", "quantity": ""},
{"title": "Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan", "asin": "", "price": "", "quantity": ""},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "", "price": "", "quantity": ""},
{"title": "Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)", "asin": "", "price": "", "quantity": ""},
{"title": "Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY", "asin": "", "price": "", "quantity": ""},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "", "price": "", "quantity": ""},
{"title": "Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis", "asin": "", "price": "", "quantity": ""},
{"title": "DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift", "asin": "", "price": "$52.99", "quantity": ""},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped", "asin": "", "price": "$19.25", "quantity": ""},
{"title": "Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea", "asin": "", "price": "$11.95", "quantity": ""},
{"title": "KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Kit Kat NESTL\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams", "asin": "", "quantity": ""},
{"title": "50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)", "asin": "", "price": "", "quantity": ""},
{"title": "UHA mikakuto Puchao Soft Chewy Candy with Gummy Bits, 4 Fruit Soda Flavors with Apple, Watermelon, Grape, and Orange, 3.53 Oz", "asin": "", "price": "", "quantity": ""},
{"title": "40 Japanese Candy Box 30 Japanese Snacks Plus 10 Japanese Kit Kat Flavors", "asin": "", "price": "", "quantity": ""},
{"title": "Caramel. Eggs Cadbur'y1.2oz pack of 10 Chocolate & Caramel.Candy Eggs - Chocolate Caramel. Easter Candy- Individually Wrapped Easter Candy", "asin": "", "price": "", "quantity": ""},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "", "price": "$13.00", "quantity": ""},
{"title": "Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)", "asin": "", "price": "$23.97", "quantity": ""},
{"title": "Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)", "asin": "", "price": "$7.99", "quantity": ""},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "", "price": "$18.49", "quantity": ""},
{"title": "Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box", "asin": "", "price": "$44.97", "quantity": ""},
{"title": "Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate", "asin": "", "price": "", "quantity": ""},
{"title": "40 Japanese Candy & snack box and other popular sweets (box)", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz", "asin": "", "price": "", "quantity": ""},
{"title": "Shiroi Koibito White Lover White & Black Chocolate 24pcs", "asin": "", "price": "", "quantity": ""},
{"title": "TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)", "asin": "", "price": "", "quantity": ""},
{"title": "Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks", "asin": "", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "", "price": "", "quantity": ""},
{"title": "Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]", "asin": "", "price": "", "quantity": ""},
{"title": "The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack", "asin": "", "price": "$12.72", "quantity": ""},
{"title": "Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\" * 8\" (020)", "asin": "", "price": "$8.48", "quantity": ""},
{"title": "OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories", "asin": "", "price": "$9.95", "quantity": ""},
{"title": "Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)", "asin": "", "price": "$14.75", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g", "asin": "", "price": "$18.64", "quantity": ""},
{"title": "International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More", "asin": "", "price": "$39.95", "quantity": ""},
{"title": "Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag", "asin": "", "price": "$14.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T20:52:50.247Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-09T20:52:50.247Z
|
click
|
page_related
|
rule
|
2025-04-09T20:52:50.247Z
|
click
|
page_related
|
train
| 623 |
2025-04-09T20:52:50.247Z
|
click
|
page_related
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90", "quantity": "1"}],
"promotion_items": [{"title": "Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker", "asin": "", "price": "", "quantity": ""},
{"title": "20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate", "asin": "", "price": "", "quantity": ""},
{"title": "Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces", "asin": "", "price": "", "quantity": ""},
{"title": "Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size", "asin": "", "price": "", "quantity": ""},
{"title": "Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan", "asin": "", "price": "", "quantity": ""},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "", "price": "", "quantity": ""},
{"title": "Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)", "asin": "", "price": "", "quantity": ""},
{"title": "Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY", "asin": "", "price": "", "quantity": ""},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "", "price": "", "quantity": ""},
{"title": "Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis", "asin": "", "price": "", "quantity": ""},
{"title": "DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift", "asin": "", "price": "$52.99", "quantity": ""},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped", "asin": "", "price": "$19.25", "quantity": ""},
{"title": "Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea", "asin": "", "price": "$11.95", "quantity": ""},
{"title": "KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Kit Kat NESTL\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams", "asin": "", "quantity": ""},
{"title": "50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)", "asin": "", "price": "", "quantity": ""},
{"title": "UHA mikakuto Puchao Soft Chewy Candy with Gummy Bits, 4 Fruit Soda Flavors with Apple, Watermelon, Grape, and Orange, 3.53 Oz", "asin": "", "price": "", "quantity": ""},
{"title": "40 Japanese Candy Box 30 Japanese Snacks Plus 10 Japanese Kit Kat Flavors", "asin": "", "price": "", "quantity": ""},
{"title": "Caramel. Eggs Cadbur'y1.2oz pack of 10 Chocolate & Caramel.Candy Eggs - Chocolate Caramel. Easter Candy- Individually Wrapped Easter Candy", "asin": "", "price": "", "quantity": ""},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "", "price": "$13.00", "quantity": ""},
{"title": "Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)", "asin": "", "price": "$23.97", "quantity": ""},
{"title": "Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)", "asin": "", "price": "$7.99", "quantity": ""},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "", "price": "$18.49", "quantity": ""},
{"title": "Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box", "asin": "", "price": "$44.97", "quantity": ""},
{"title": "Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate", "asin": "", "price": "", "quantity": ""},
{"title": "40 Japanese Candy & snack box and other popular sweets (box)", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz", "asin": "", "price": "", "quantity": ""},
{"title": "Shiroi Koibito White Lover White & Black Chocolate 24pcs", "asin": "", "price": "", "quantity": ""},
{"title": "TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)", "asin": "", "price": "", "quantity": ""},
{"title": "Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks", "asin": "", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "", "price": "", "quantity": ""},
{"title": "Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]", "asin": "", "price": "", "quantity": ""},
{"title": "The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack", "asin": "", "price": "$12.72", "quantity": ""},
{"title": "Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\" * 8\" (020)", "asin": "", "price": "$8.48", "quantity": ""},
{"title": "OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories", "asin": "", "price": "$9.95", "quantity": ""},
{"title": "Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)", "asin": "", "price": "$14.75", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g", "asin": "", "price": "$18.64", "quantity": ""},
{"title": "International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More", "asin": "", "price": "$39.95", "quantity": ""},
{"title": "Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag", "asin": "", "price": "$14.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T20:52:50.247Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kit Kat NESTL\\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)\", \"asin\": \"\", \"price\": \"$31.97\", \"quantity\": \"\"},\n{\"title\": \"UHA mikakuto Puchao Soft Chewy Candy with Gummy Bits, 4 Fruit Soda Flavors with Apple, Watermelon, Grape, and Orange, 3.53 Oz\", \"asin\": \"\", \"price\": \"$3.49\", \"quantity\": \"\"},\n{\"title\": \"40 Japanese Candy Box 30 Japanese Snacks Plus 10 Japanese Kit Kat Flavors\", \"asin\": \"\", \"price\": \"$25.97\", \"quantity\": \"\"},\n{\"title\": \"Caramel. Eggs Cadbur'y1.2oz pack of 10 Chocolate & Caramel.Candy Eggs - Chocolate Caramel. Easter Candy- Individually Wrapped Easter Candy\", \"asin\": \"\", \"price\": \"$14.75\", \"quantity\": \"\"},\n{\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"$13.00\", \"quantity\": \"\"},\n{\"title\": \"Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)\", \"asin\": \"\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)\", \"asin\": \"\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"\", \"price\": \"$18.49\", \"quantity\": \"\"},\n{\"title\": \"Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box\", \"asin\": \"\", \"price\": \"$44.97\", \"quantity\": \"\"},\n{\"title\": \"Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"40 Japanese Candy & snack box and other popular sweets (box)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Shiroi Koibito White Lover White & Black Chocolate 24pcs\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack\", \"asin\": \"\", \"price\": \"$12.72\", \"quantity\": \"\"},\n{\"title\": \"Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\\\" * 8\\\" (020)\", \"asin\": \"\", \"price\": \"$8.48\", \"quantity\": \"\"},\n{\"title\": \"OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories\", \"asin\": \"\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)\", \"asin\": \"\", \"price\": \"$14.75\", \"quantity\": \"\"},\n{\"title\": \"YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g\", \"asin\": \"\", \"price\": \"$18.64\", \"quantity\": \"\"},\n{\"title\": \"International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More\", \"asin\": \"\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:52:53.480Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90", "quantity": "1"}],
"promotion_items": [{"title": "Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker", "asin": "", "price": "", "quantity": ""},
{"title": "20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate", "asin": "", "price": "", "quantity": ""},
{"title": "Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces", "asin": "", "price": "", "quantity": ""},
{"title": "Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size", "asin": "", "price": "", "quantity": ""},
{"title": "Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan", "asin": "", "price": "", "quantity": ""},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "", "price": "", "quantity": ""},
{"title": "Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)", "asin": "", "price": "", "quantity": ""},
{"title": "Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY", "asin": "", "price": "", "quantity": ""},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "", "price": "", "quantity": ""},
{"title": "Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis", "asin": "", "price": "", "quantity": ""},
{"title": "DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift", "asin": "", "price": "", "quantity": ""},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped", "asin": "", "price": "", "quantity": ""},
{"title": "Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea", "asin": "", "price": "", "quantity": ""},
{"title": "KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars", "asin": "", "price": "", "quantity": ""},
{"title": "Kit Kat NESTL\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams", "asin": "", "quantity": ""},
{"title": "50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)", "asin": "", "price": "$31.97", "quantity": ""},
{"title": "UHA mikakuto Puchao Soft Chewy Candy with Gummy Bits, 4 Fruit Soda Flavors with Apple, Watermelon, Grape, and Orange, 3.53 Oz", "asin": "", "price": "$3.49", "quantity": ""},
{"title": "40 Japanese Candy Box 30 Japanese Snacks Plus 10 Japanese Kit Kat Flavors", "asin": "", "price": "$25.97", "quantity": ""},
{"title": "Caramel. Eggs Cadbur'y1.2oz pack of 10 Chocolate & Caramel.Candy Eggs - Chocolate Caramel. Easter Candy- Individually Wrapped Easter Candy", "asin": "", "price": "$14.75", "quantity": ""},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "", "price": "$13.00", "quantity": ""},
{"title": "Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)", "asin": "", "price": "$23.97", "quantity": ""},
{"title": "Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)", "asin": "", "price": "$7.99", "quantity": ""},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "", "price": "$18.49", "quantity": ""},
{"title": "Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box", "asin": "", "price": "$44.97", "quantity": ""},
{"title": "Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate", "asin": "", "price": "", "quantity": ""},
{"title": "40 Japanese Candy & snack box and other popular sweets (box)", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz", "asin": "", "price": "", "quantity": ""},
{"title": "Shiroi Koibito White Lover White & Black Chocolate 24pcs", "asin": "", "price": "", "quantity": ""},
{"title": "TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)", "asin": "", "price": "", "quantity": ""},
{"title": "Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks", "asin": "", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "", "price": "", "quantity": ""},
{"title": "Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]", "asin": "", "price": "", "quantity": ""},
{"title": "The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack", "asin": "", "price": "$12.72", "quantity": ""},
{"title": "Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\" * 8\" (020)", "asin": "", "price": "$8.48", "quantity": ""},
{"title": "OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories", "asin": "", "price": "$9.95", "quantity": ""},
{"title": "Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)", "asin": "", "price": "$14.75", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g", "asin": "", "price": "$18.64", "quantity": ""},
{"title": "International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More", "asin": "", "price": "$39.95", "quantity": ""},
{"title": "Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag", "asin": "", "price": "$14.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T20:52:53.480Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-09T20:52:53.480Z
|
click
|
page_related
|
rule
|
2025-04-09T20:52:53.480Z
|
click
|
page_related
|
train
| 624 |
2025-04-09T20:52:53.480Z
|
click
|
page_related
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90", "quantity": "1"}],
"promotion_items": [{"title": "Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker", "asin": "", "price": "", "quantity": ""},
{"title": "20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate", "asin": "", "price": "", "quantity": ""},
{"title": "Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces", "asin": "", "price": "", "quantity": ""},
{"title": "Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size", "asin": "", "price": "", "quantity": ""},
{"title": "Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan", "asin": "", "price": "", "quantity": ""},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "", "price": "", "quantity": ""},
{"title": "Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)", "asin": "", "price": "", "quantity": ""},
{"title": "Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY", "asin": "", "price": "", "quantity": ""},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "", "price": "", "quantity": ""},
{"title": "Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis", "asin": "", "price": "", "quantity": ""},
{"title": "DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift", "asin": "", "price": "", "quantity": ""},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped", "asin": "", "price": "", "quantity": ""},
{"title": "Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea", "asin": "", "price": "", "quantity": ""},
{"title": "KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars", "asin": "", "price": "", "quantity": ""},
{"title": "Kit Kat NESTL\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams", "asin": "", "quantity": ""},
{"title": "50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)", "asin": "", "price": "$31.97", "quantity": ""},
{"title": "UHA mikakuto Puchao Soft Chewy Candy with Gummy Bits, 4 Fruit Soda Flavors with Apple, Watermelon, Grape, and Orange, 3.53 Oz", "asin": "", "price": "$3.49", "quantity": ""},
{"title": "40 Japanese Candy Box 30 Japanese Snacks Plus 10 Japanese Kit Kat Flavors", "asin": "", "price": "$25.97", "quantity": ""},
{"title": "Caramel. Eggs Cadbur'y1.2oz pack of 10 Chocolate & Caramel.Candy Eggs - Chocolate Caramel. Easter Candy- Individually Wrapped Easter Candy", "asin": "", "price": "$14.75", "quantity": ""},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "", "price": "$13.00", "quantity": ""},
{"title": "Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)", "asin": "", "price": "$23.97", "quantity": ""},
{"title": "Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)", "asin": "", "price": "$7.99", "quantity": ""},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "", "price": "$18.49", "quantity": ""},
{"title": "Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box", "asin": "", "price": "$44.97", "quantity": ""},
{"title": "Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate", "asin": "", "price": "", "quantity": ""},
{"title": "40 Japanese Candy & snack box and other popular sweets (box)", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz", "asin": "", "price": "", "quantity": ""},
{"title": "Shiroi Koibito White Lover White & Black Chocolate 24pcs", "asin": "", "price": "", "quantity": ""},
{"title": "TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)", "asin": "", "price": "", "quantity": ""},
{"title": "Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks", "asin": "", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "", "price": "", "quantity": ""},
{"title": "Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]", "asin": "", "price": "", "quantity": ""},
{"title": "The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack", "asin": "", "price": "$12.72", "quantity": ""},
{"title": "Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\" * 8\" (020)", "asin": "", "price": "$8.48", "quantity": ""},
{"title": "OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories", "asin": "", "price": "$9.95", "quantity": ""},
{"title": "Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)", "asin": "", "price": "$14.75", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g", "asin": "", "price": "$18.64", "quantity": ""},
{"title": "International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More", "asin": "", "price": "$39.95", "quantity": ""},
{"title": "Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag", "asin": "", "price": "$14.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T20:52:53.480Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker\", \"asin\": \"\", \"price\": \"$18.45\", \"quantity\": \"\"},\n{\"title\": \"20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate\", \"asin\": \"\", \"price\": \"$20.97\", \"quantity\": \"\"},\n{\"title\": \"Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces\", \"asin\": \"\", \"price\": \"$5.79\", \"quantity\": \"\"},\n{\"title\": \"Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size\", \"asin\": \"\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan\", \"asin\": \"\", \"price\": \"$8.76\", \"quantity\": \"\"},\n{\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"\", \"price\": \"$9.60\", \"quantity\": \"\"},\n{\"title\": \"Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kit Kat NESTL\\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"UHA mikakuto Puchao Soft Chewy Candy with Gummy Bits, 4 Fruit Soda Flavors with Apple, Watermelon, Grape, and Orange, 3.53 Oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"40 Japanese Candy Box 30 Japanese Snacks Plus 10 Japanese Kit Kat Flavors\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caramel. Eggs Cadbur'y1.2oz pack of 10 Chocolate & Caramel.Candy Eggs - Chocolate Caramel. Easter Candy- Individually Wrapped Easter Candy\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"$13.00\", \"quantity\": \"\"},\n{\"title\": \"Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)\", \"asin\": \"\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)\", \"asin\": \"\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"\", \"price\": \"$18.49\", \"quantity\": \"\"},\n{\"title\": \"Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box\", \"asin\": \"\", \"price\": \"$44.97\", \"quantity\": \"\"},\n{\"title\": \"Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"40 Japanese Candy & snack box and other popular sweets (box)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Shiroi Koibito White Lover White & Black Chocolate 24pcs\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack\", \"asin\": \"\", \"price\": \"$12.72\", \"quantity\": \"\"},\n{\"title\": \"Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\\\" * 8\\\" (020)\", \"asin\": \"\", \"price\": \"$8.48\", \"quantity\": \"\"},\n{\"title\": \"OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories\", \"asin\": \"\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)\", \"asin\": \"\", \"price\": \"$14.75\", \"quantity\": \"\"},\n{\"title\": \"YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g\", \"asin\": \"\", \"price\": \"$18.64\", \"quantity\": \"\"},\n{\"title\": \"International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More\", \"asin\": \"\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:52:58.777Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90", "quantity": "1"}],
"promotion_items": [{"title": "Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker", "asin": "", "price": "$18.45", "quantity": ""},
{"title": "20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate", "asin": "", "price": "$20.97", "quantity": ""},
{"title": "Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces", "asin": "", "price": "$5.79", "quantity": ""},
{"title": "Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size", "asin": "", "price": "$12.95", "quantity": ""},
{"title": "Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan", "asin": "", "price": "$8.76", "quantity": ""},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "", "price": "$9.60", "quantity": ""},
{"title": "Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)", "asin": "", "price": "", "quantity": ""},
{"title": "Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY", "asin": "", "price": "", "quantity": ""},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "", "price": "", "quantity": ""},
{"title": "Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis", "asin": "", "price": "", "quantity": ""},
{"title": "DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift", "asin": "", "price": "", "quantity": ""},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped", "asin": "", "price": "", "quantity": ""},
{"title": "Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea", "asin": "", "price": "", "quantity": ""},
{"title": "KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars", "asin": "", "price": "", "quantity": ""},
{"title": "Kit Kat NESTL\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams", "asin": "", "quantity": ""},
{"title": "50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)", "asin": "", "price": "", "quantity": ""},
{"title": "UHA mikakuto Puchao Soft Chewy Candy with Gummy Bits, 4 Fruit Soda Flavors with Apple, Watermelon, Grape, and Orange, 3.53 Oz", "asin": "", "price": "", "quantity": ""},
{"title": "40 Japanese Candy Box 30 Japanese Snacks Plus 10 Japanese Kit Kat Flavors", "asin": "", "price": "", "quantity": ""},
{"title": "Caramel. Eggs Cadbur'y1.2oz pack of 10 Chocolate & Caramel.Candy Eggs - Chocolate Caramel. Easter Candy- Individually Wrapped Easter Candy", "asin": "", "price": "", "quantity": ""},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "", "price": "$13.00", "quantity": ""},
{"title": "Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)", "asin": "", "price": "$23.97", "quantity": ""},
{"title": "Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)", "asin": "", "price": "$7.99", "quantity": ""},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "", "price": "$18.49", "quantity": ""},
{"title": "Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box", "asin": "", "price": "$44.97", "quantity": ""},
{"title": "Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate", "asin": "", "price": "", "quantity": ""},
{"title": "40 Japanese Candy & snack box and other popular sweets (box)", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz", "asin": "", "price": "", "quantity": ""},
{"title": "Shiroi Koibito White Lover White & Black Chocolate 24pcs", "asin": "", "price": "", "quantity": ""},
{"title": "TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)", "asin": "", "price": "", "quantity": ""},
{"title": "Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks", "asin": "", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "", "price": "", "quantity": ""},
{"title": "Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]", "asin": "", "price": "", "quantity": ""},
{"title": "The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack", "asin": "", "price": "$12.72", "quantity": ""},
{"title": "Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\" * 8\" (020)", "asin": "", "price": "$8.48", "quantity": ""},
{"title": "OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories", "asin": "", "price": "$9.95", "quantity": ""},
{"title": "Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)", "asin": "", "price": "$14.75", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g", "asin": "", "price": "$18.64", "quantity": ""},
{"title": "International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More", "asin": "", "price": "$39.95", "quantity": ""},
{"title": "Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag", "asin": "", "price": "$14.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T20:52:58.777Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-09T20:52:58.777Z
|
click
|
page_related
|
rule
|
2025-04-09T20:52:58.777Z
|
click
|
page_related
|
train
| 625 |
2025-04-09T20:52:58.777Z
|
click
|
page_related
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90", "quantity": "1"}],
"promotion_items": [{"title": "Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker", "asin": "", "price": "$18.45", "quantity": ""},
{"title": "20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate", "asin": "", "price": "$20.97", "quantity": ""},
{"title": "Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces", "asin": "", "price": "$5.79", "quantity": ""},
{"title": "Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size", "asin": "", "price": "$12.95", "quantity": ""},
{"title": "Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan", "asin": "", "price": "$8.76", "quantity": ""},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "", "price": "$9.60", "quantity": ""},
{"title": "Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)", "asin": "", "price": "", "quantity": ""},
{"title": "Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY", "asin": "", "price": "", "quantity": ""},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "", "price": "", "quantity": ""},
{"title": "Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis", "asin": "", "price": "", "quantity": ""},
{"title": "DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift", "asin": "", "price": "", "quantity": ""},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped", "asin": "", "price": "", "quantity": ""},
{"title": "Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea", "asin": "", "price": "", "quantity": ""},
{"title": "KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars", "asin": "", "price": "", "quantity": ""},
{"title": "Kit Kat NESTL\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams", "asin": "", "quantity": ""},
{"title": "50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)", "asin": "", "price": "", "quantity": ""},
{"title": "UHA mikakuto Puchao Soft Chewy Candy with Gummy Bits, 4 Fruit Soda Flavors with Apple, Watermelon, Grape, and Orange, 3.53 Oz", "asin": "", "price": "", "quantity": ""},
{"title": "40 Japanese Candy Box 30 Japanese Snacks Plus 10 Japanese Kit Kat Flavors", "asin": "", "price": "", "quantity": ""},
{"title": "Caramel. Eggs Cadbur'y1.2oz pack of 10 Chocolate & Caramel.Candy Eggs - Chocolate Caramel. Easter Candy- Individually Wrapped Easter Candy", "asin": "", "price": "", "quantity": ""},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "", "price": "$13.00", "quantity": ""},
{"title": "Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)", "asin": "", "price": "$23.97", "quantity": ""},
{"title": "Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)", "asin": "", "price": "$7.99", "quantity": ""},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "", "price": "$18.49", "quantity": ""},
{"title": "Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box", "asin": "", "price": "$44.97", "quantity": ""},
{"title": "Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate", "asin": "", "price": "", "quantity": ""},
{"title": "40 Japanese Candy & snack box and other popular sweets (box)", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz", "asin": "", "price": "", "quantity": ""},
{"title": "Shiroi Koibito White Lover White & Black Chocolate 24pcs", "asin": "", "price": "", "quantity": ""},
{"title": "TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)", "asin": "", "price": "", "quantity": ""},
{"title": "Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks", "asin": "", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "", "price": "", "quantity": ""},
{"title": "Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]", "asin": "", "price": "", "quantity": ""},
{"title": "The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack", "asin": "", "price": "$12.72", "quantity": ""},
{"title": "Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\" * 8\" (020)", "asin": "", "price": "$8.48", "quantity": ""},
{"title": "OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories", "asin": "", "price": "$9.95", "quantity": ""},
{"title": "Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)", "asin": "", "price": "$14.75", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g", "asin": "", "price": "$18.64", "quantity": ""},
{"title": "International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More", "asin": "", "price": "$39.95", "quantity": ""},
{"title": "Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag", "asin": "", "price": "$14.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T20:52:58.777Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker\", \"asin\": \"\", \"price\": \"$18.45\", \"quantity\": \"\"},\n{\"title\": \"20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate\", \"asin\": \"\", \"price\": \"$20.97\", \"quantity\": \"\"},\n{\"title\": \"Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces\", \"asin\": \"\", \"price\": \"$5.79\", \"quantity\": \"\"},\n{\"title\": \"Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size\", \"asin\": \"\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan\", \"asin\": \"\", \"price\": \"$8.76\", \"quantity\": \"\"},\n{\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"\", \"price\": \"$9.60\", \"quantity\": \"\"},\n{\"title\": \"Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kit Kat NESTL\\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"UHA mikakuto Puchao Soft Chewy Candy with Gummy Bits, 4 Fruit Soda Flavors with Apple, Watermelon, Grape, and Orange, 3.53 Oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"40 Japanese Candy Box 30 Japanese Snacks Plus 10 Japanese Kit Kat Flavors\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caramel. Eggs Cadbur'y1.2oz pack of 10 Chocolate & Caramel.Candy Eggs - Chocolate Caramel. Easter Candy- Individually Wrapped Easter Candy\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box\", \"asin\": \"\", \"price\": \"$44.97\", \"quantity\": \"\"},\n{\"title\": \"Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"40 Japanese Candy & snack box and other popular sweets (box)\", \"asin\": \"\", \"price\": \"$26.97\", \"quantity\": \"\"},\n{\"title\": \"YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Shiroi Koibito White Lover White & Black Chocolate 24pcs\", \"asin\": \"\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pocky Biscuit Stick 5 Flavor Variety Pack (Pack of 5) (Total 7.2 oz) - Classic Flavors\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack\", \"asin\": \"\", \"price\": \"$12.72\", \"quantity\": \"\"},\n{\"title\": \"Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\\\" * 8\\\" (020)\", \"asin\": \"\", \"price\": \"$8.48\", \"quantity\": \"\"},\n{\"title\": \"OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories\", \"asin\": \"\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)\", \"asin\": \"\", \"price\": \"$14.75\", \"quantity\": \"\"},\n{\"title\": \"YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g\", \"asin\": \"\", \"price\": \"$18.64\", \"quantity\": \"\"},\n{\"title\": \"International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More\", \"asin\": \"\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:53:00.927Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90", "quantity": "1"}],
"promotion_items": [{"title": "Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker", "asin": "", "price": "$18.45", "quantity": ""},
{"title": "20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate", "asin": "", "price": "$20.97", "quantity": ""},
{"title": "Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces", "asin": "", "price": "$5.79", "quantity": ""},
{"title": "Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size", "asin": "", "price": "$12.95", "quantity": ""},
{"title": "Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan", "asin": "", "price": "$8.76", "quantity": ""},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "", "price": "$9.60", "quantity": ""},
{"title": "Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)", "asin": "", "price": "", "quantity": ""},
{"title": "Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY", "asin": "", "price": "", "quantity": ""},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "", "price": "", "quantity": ""},
{"title": "Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis", "asin": "", "price": "", "quantity": ""},
{"title": "DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift", "asin": "", "price": "", "quantity": ""},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped", "asin": "", "price": "", "quantity": ""},
{"title": "Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea", "asin": "", "price": "", "quantity": ""},
{"title": "KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars", "asin": "", "price": "", "quantity": ""},
{"title": "Kit Kat NESTL\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams", "asin": "", "quantity": ""},
{"title": "50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)", "asin": "", "price": "", "quantity": ""},
{"title": "UHA mikakuto Puchao Soft Chewy Candy with Gummy Bits, 4 Fruit Soda Flavors with Apple, Watermelon, Grape, and Orange, 3.53 Oz", "asin": "", "price": "", "quantity": ""},
{"title": "40 Japanese Candy Box 30 Japanese Snacks Plus 10 Japanese Kit Kat Flavors", "asin": "", "price": "", "quantity": ""},
{"title": "Caramel. Eggs Cadbur'y1.2oz pack of 10 Chocolate & Caramel.Candy Eggs - Chocolate Caramel. Easter Candy- Individually Wrapped Easter Candy", "asin": "", "price": "", "quantity": ""},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "", "price": "", "quantity": ""},
{"title": "Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)", "asin": "", "price": "", "quantity": ""},
{"title": "Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer", "asin": "", "price": "", "quantity": ""},
{"title": "Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)", "asin": "", "price": "", "quantity": ""},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "", "price": "", "quantity": ""},
{"title": "Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box", "asin": "", "price": "$44.97", "quantity": ""},
{"title": "Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate", "asin": "", "price": "$34.99", "quantity": ""},
{"title": "40 Japanese Candy & snack box and other popular sweets (box)", "asin": "", "price": "$26.97", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz", "asin": "", "price": "$14.99", "quantity": ""},
{"title": "Shiroi Koibito White Lover White & Black Chocolate 24pcs", "asin": "", "price": "$25.99", "quantity": ""},
{"title": "TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks", "asin": "", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "", "price": "", "quantity": ""},
{"title": "Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]", "asin": "", "price": "", "quantity": ""},
{"title": "Pocky Biscuit Stick 5 Flavor Variety Pack (Pack of 5) (Total 7.2 oz) - Classic Flavors", "asin": "", "price": "", "quantity": ""},
{"title": "The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack", "asin": "", "price": "$12.72", "quantity": ""},
{"title": "Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\" * 8\" (020)", "asin": "", "price": "$8.48", "quantity": ""},
{"title": "OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories", "asin": "", "price": "$9.95", "quantity": ""},
{"title": "Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)", "asin": "", "price": "$14.75", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g", "asin": "", "price": "$18.64", "quantity": ""},
{"title": "International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More", "asin": "", "price": "$39.95", "quantity": ""},
{"title": "Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag", "asin": "", "price": "$14.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T20:53:00.927Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-09T20:53:00.927Z
|
click
|
page_related
|
rule
|
2025-04-09T20:53:00.927Z
|
click
|
page_related
|
train
| 626 |
2025-04-09T20:53:00.927Z
|
click
|
page_related
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90", "quantity": "1"}],
"promotion_items": [{"title": "Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker", "asin": "", "price": "$18.45", "quantity": ""},
{"title": "20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate", "asin": "", "price": "$20.97", "quantity": ""},
{"title": "Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces", "asin": "", "price": "$5.79", "quantity": ""},
{"title": "Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size", "asin": "", "price": "$12.95", "quantity": ""},
{"title": "Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan", "asin": "", "price": "$8.76", "quantity": ""},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "", "price": "$9.60", "quantity": ""},
{"title": "Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)", "asin": "", "price": "", "quantity": ""},
{"title": "Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY", "asin": "", "price": "", "quantity": ""},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "", "price": "", "quantity": ""},
{"title": "Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis", "asin": "", "price": "", "quantity": ""},
{"title": "DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift", "asin": "", "price": "", "quantity": ""},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped", "asin": "", "price": "", "quantity": ""},
{"title": "Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea", "asin": "", "price": "", "quantity": ""},
{"title": "KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars", "asin": "", "price": "", "quantity": ""},
{"title": "Kit Kat NESTL\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams", "asin": "", "quantity": ""},
{"title": "50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)", "asin": "", "price": "", "quantity": ""},
{"title": "UHA mikakuto Puchao Soft Chewy Candy with Gummy Bits, 4 Fruit Soda Flavors with Apple, Watermelon, Grape, and Orange, 3.53 Oz", "asin": "", "price": "", "quantity": ""},
{"title": "40 Japanese Candy Box 30 Japanese Snacks Plus 10 Japanese Kit Kat Flavors", "asin": "", "price": "", "quantity": ""},
{"title": "Caramel. Eggs Cadbur'y1.2oz pack of 10 Chocolate & Caramel.Candy Eggs - Chocolate Caramel. Easter Candy- Individually Wrapped Easter Candy", "asin": "", "price": "", "quantity": ""},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "", "price": "", "quantity": ""},
{"title": "Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)", "asin": "", "price": "", "quantity": ""},
{"title": "Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer", "asin": "", "price": "", "quantity": ""},
{"title": "Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)", "asin": "", "price": "", "quantity": ""},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "", "price": "", "quantity": ""},
{"title": "Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box", "asin": "", "price": "$44.97", "quantity": ""},
{"title": "Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate", "asin": "", "price": "$34.99", "quantity": ""},
{"title": "40 Japanese Candy & snack box and other popular sweets (box)", "asin": "", "price": "$26.97", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz", "asin": "", "price": "$14.99", "quantity": ""},
{"title": "Shiroi Koibito White Lover White & Black Chocolate 24pcs", "asin": "", "price": "$25.99", "quantity": ""},
{"title": "TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks", "asin": "", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "", "price": "", "quantity": ""},
{"title": "Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]", "asin": "", "price": "", "quantity": ""},
{"title": "Pocky Biscuit Stick 5 Flavor Variety Pack (Pack of 5) (Total 7.2 oz) - Classic Flavors", "asin": "", "price": "", "quantity": ""},
{"title": "The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack", "asin": "", "price": "$12.72", "quantity": ""},
{"title": "Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\" * 8\" (020)", "asin": "", "price": "$8.48", "quantity": ""},
{"title": "OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories", "asin": "", "price": "$9.95", "quantity": ""},
{"title": "Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)", "asin": "", "price": "$14.75", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g", "asin": "", "price": "$18.64", "quantity": ""},
{"title": "International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More", "asin": "", "price": "$39.95", "quantity": ""},
{"title": "Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag", "asin": "", "price": "$14.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T20:53:00.927Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker\", \"asin\": \"\", \"price\": \"$18.45\", \"quantity\": \"\"},\n{\"title\": \"20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate\", \"asin\": \"\", \"price\": \"$20.97\", \"quantity\": \"\"},\n{\"title\": \"Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces\", \"asin\": \"\", \"price\": \"$5.79\", \"quantity\": \"\"},\n{\"title\": \"Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size\", \"asin\": \"\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan\", \"asin\": \"\", \"price\": \"$8.76\", \"quantity\": \"\"},\n{\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"\", \"price\": \"$9.60\", \"quantity\": \"\"},\n{\"title\": \"Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kit Kat NESTL\\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"UHA mikakuto Puchao Soft Chewy Candy with Gummy Bits, 4 Fruit Soda Flavors with Apple, Watermelon, Grape, and Orange, 3.53 Oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"40 Japanese Candy Box 30 Japanese Snacks Plus 10 Japanese Kit Kat Flavors\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caramel. Eggs Cadbur'y1.2oz pack of 10 Chocolate & Caramel.Candy Eggs - Chocolate Caramel. Easter Candy- Individually Wrapped Easter Candy\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"40 Japanese Candy & snack box and other popular sweets (box)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Shiroi Koibito White Lover White & Black Chocolate 24pcs\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"\", \"price\": \"$24.97\", \"quantity\": \"\"},\n{\"title\": \"Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]\", \"asin\": \"\", \"price\": \"$11.05\", \"quantity\": \"\"},\n{\"title\": \"Pocky Biscuit Stick 5 Flavor Variety Pack (Pack of 5) (Total 7.2 oz) - Classic Flavors\", \"asin\": \"\", \"price\": \"$9.00\", \"quantity\": \"\"},\n{\"title\": \"Coke Orange Cream 12oz 12pk\", \"asin\": \"\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"PELEG DESIGN \\u2013 Gratiator Small Cheese Grater Stainless Steel Sword-Shaped Grating Utensil Lemon Zester Tool with Royal Blue Plastic Handle | Mini Cheese Grater for Parmesan Cheese Ginger Vegetables\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Japanese Candy box Assortment Snacks (50count)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"OSULLOC Premium Green Tea Waffles (2.54oz, 72g) | Korean Matcha Flavored Snacks | Asian Snacks, Premium Tea Food\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Taza Chocolate Organic Mexicano Disc Stone Ground, Variety Pack, 1.35 Ounce (8 Count), Vegan\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack\", \"asin\": \"\", \"price\": \"$12.72\", \"quantity\": \"\"},\n{\"title\": \"Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\\\" * 8\\\" (020)\", \"asin\": \"\", \"price\": \"$8.48\", \"quantity\": \"\"},\n{\"title\": \"OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories\", \"asin\": \"\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)\", \"asin\": \"\", \"price\": \"$14.75\", \"quantity\": \"\"},\n{\"title\": \"YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g\", \"asin\": \"\", \"price\": \"$18.64\", \"quantity\": \"\"},\n{\"title\": \"International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More\", \"asin\": \"\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:53:08.595Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90", "quantity": "1"}],
"promotion_items": [{"title": "Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker", "asin": "", "price": "$18.45", "quantity": ""},
{"title": "20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate", "asin": "", "price": "$20.97", "quantity": ""},
{"title": "Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces", "asin": "", "price": "$5.79", "quantity": ""},
{"title": "Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size", "asin": "", "price": "$12.95", "quantity": ""},
{"title": "Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan", "asin": "", "price": "$8.76", "quantity": ""},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "", "price": "$9.60", "quantity": ""},
{"title": "Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)", "asin": "", "price": "", "quantity": ""},
{"title": "Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY", "asin": "", "price": "", "quantity": ""},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "", "price": "", "quantity": ""},
{"title": "Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis", "asin": "", "price": "", "quantity": ""},
{"title": "DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift", "asin": "", "price": "", "quantity": ""},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped", "asin": "", "price": "", "quantity": ""},
{"title": "Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea", "asin": "", "price": "", "quantity": ""},
{"title": "KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars", "asin": "", "price": "", "quantity": ""},
{"title": "Kit Kat NESTL\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams", "asin": "", "quantity": ""},
{"title": "50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)", "asin": "", "price": "", "quantity": ""},
{"title": "UHA mikakuto Puchao Soft Chewy Candy with Gummy Bits, 4 Fruit Soda Flavors with Apple, Watermelon, Grape, and Orange, 3.53 Oz", "asin": "", "price": "", "quantity": ""},
{"title": "40 Japanese Candy Box 30 Japanese Snacks Plus 10 Japanese Kit Kat Flavors", "asin": "", "price": "", "quantity": ""},
{"title": "Caramel. Eggs Cadbur'y1.2oz pack of 10 Chocolate & Caramel.Candy Eggs - Chocolate Caramel. Easter Candy- Individually Wrapped Easter Candy", "asin": "", "price": "", "quantity": ""},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "", "price": "", "quantity": ""},
{"title": "Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)", "asin": "", "price": "", "quantity": ""},
{"title": "Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer", "asin": "", "price": "", "quantity": ""},
{"title": "Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)", "asin": "", "price": "", "quantity": ""},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "", "price": "", "quantity": ""},
{"title": "Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box", "asin": "", "price": "", "quantity": ""},
{"title": "Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate", "asin": "", "price": "", "quantity": ""},
{"title": "40 Japanese Candy & snack box and other popular sweets (box)", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz", "asin": "", "price": "", "quantity": ""},
{"title": "Shiroi Koibito White Lover White & Black Chocolate 24pcs", "asin": "", "price": "", "quantity": ""},
{"title": "TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks", "asin": "", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "", "price": "$24.97", "quantity": ""},
{"title": "Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]", "asin": "", "price": "$11.05", "quantity": ""},
{"title": "Pocky Biscuit Stick 5 Flavor Variety Pack (Pack of 5) (Total 7.2 oz) - Classic Flavors", "asin": "", "price": "$9.00", "quantity": ""},
{"title": "Coke Orange Cream 12oz 12pk", "asin": "", "price": "$6.96", "quantity": ""},
{"title": "PELEG DESIGN \u2013 Gratiator Small Cheese Grater Stainless Steel Sword-Shaped Grating Utensil Lemon Zester Tool with Royal Blue Plastic Handle | Mini Cheese Grater for Parmesan Cheese Ginger Vegetables", "asin": "", "price": "", "quantity": ""},
{"title": "Japanese Candy box Assortment Snacks (50count)", "asin": "", "price": "", "quantity": ""},
{"title": "OSULLOC Premium Green Tea Waffles (2.54oz, 72g) | Korean Matcha Flavored Snacks | Asian Snacks, Premium Tea Food", "asin": "", "price": "", "quantity": ""},
{"title": "Taza Chocolate Organic Mexicano Disc Stone Ground, Variety Pack, 1.35 Ounce (8 Count), Vegan", "asin": "", "price": "", "quantity": ""},
{"title": "The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack", "asin": "", "price": "$12.72", "quantity": ""},
{"title": "Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\" * 8\" (020)", "asin": "", "price": "$8.48", "quantity": ""},
{"title": "OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories", "asin": "", "price": "$9.95", "quantity": ""},
{"title": "Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)", "asin": "", "price": "$14.75", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g", "asin": "", "price": "$18.64", "quantity": ""},
{"title": "International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More", "asin": "", "price": "$39.95", "quantity": ""},
{"title": "Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag", "asin": "", "price": "$14.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T20:53:08.595Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-09T20:53:08.595Z
|
purchase
|
B0DJ854XR5
|
rule
|
2025-04-09T20:53:08.595Z
|
purchase
|
B0DJ854XR5
|
train
| 627 |
2025-04-09T20:53:08.595Z
|
purchase
|
B0DJ854XR5
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90", "quantity": "1"}],
"promotion_items": [{"title": "Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker", "asin": "", "price": "$18.45", "quantity": ""},
{"title": "20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate", "asin": "", "price": "$20.97", "quantity": ""},
{"title": "Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces", "asin": "", "price": "$5.79", "quantity": ""},
{"title": "Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size", "asin": "", "price": "$12.95", "quantity": ""},
{"title": "Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan", "asin": "", "price": "$8.76", "quantity": ""},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "", "price": "$9.60", "quantity": ""},
{"title": "Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)", "asin": "", "price": "", "quantity": ""},
{"title": "Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY", "asin": "", "price": "", "quantity": ""},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "", "price": "", "quantity": ""},
{"title": "Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis", "asin": "", "price": "", "quantity": ""},
{"title": "DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift", "asin": "", "price": "", "quantity": ""},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped", "asin": "", "price": "", "quantity": ""},
{"title": "Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea", "asin": "", "price": "", "quantity": ""},
{"title": "KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars", "asin": "", "price": "", "quantity": ""},
{"title": "Kit Kat NESTL\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams", "asin": "", "quantity": ""},
{"title": "50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)", "asin": "", "price": "", "quantity": ""},
{"title": "UHA mikakuto Puchao Soft Chewy Candy with Gummy Bits, 4 Fruit Soda Flavors with Apple, Watermelon, Grape, and Orange, 3.53 Oz", "asin": "", "price": "", "quantity": ""},
{"title": "40 Japanese Candy Box 30 Japanese Snacks Plus 10 Japanese Kit Kat Flavors", "asin": "", "price": "", "quantity": ""},
{"title": "Caramel. Eggs Cadbur'y1.2oz pack of 10 Chocolate & Caramel.Candy Eggs - Chocolate Caramel. Easter Candy- Individually Wrapped Easter Candy", "asin": "", "price": "", "quantity": ""},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "", "price": "", "quantity": ""},
{"title": "Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)", "asin": "", "price": "", "quantity": ""},
{"title": "Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer", "asin": "", "price": "", "quantity": ""},
{"title": "Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)", "asin": "", "price": "", "quantity": ""},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "", "price": "", "quantity": ""},
{"title": "Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box", "asin": "", "price": "", "quantity": ""},
{"title": "Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate", "asin": "", "price": "", "quantity": ""},
{"title": "40 Japanese Candy & snack box and other popular sweets (box)", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz", "asin": "", "price": "", "quantity": ""},
{"title": "Shiroi Koibito White Lover White & Black Chocolate 24pcs", "asin": "", "price": "", "quantity": ""},
{"title": "TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks", "asin": "", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "", "price": "$24.97", "quantity": ""},
{"title": "Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]", "asin": "", "price": "$11.05", "quantity": ""},
{"title": "Pocky Biscuit Stick 5 Flavor Variety Pack (Pack of 5) (Total 7.2 oz) - Classic Flavors", "asin": "", "price": "$9.00", "quantity": ""},
{"title": "Coke Orange Cream 12oz 12pk", "asin": "", "price": "$6.96", "quantity": ""},
{"title": "PELEG DESIGN \u2013 Gratiator Small Cheese Grater Stainless Steel Sword-Shaped Grating Utensil Lemon Zester Tool with Royal Blue Plastic Handle | Mini Cheese Grater for Parmesan Cheese Ginger Vegetables", "asin": "", "price": "", "quantity": ""},
{"title": "Japanese Candy box Assortment Snacks (50count)", "asin": "", "price": "", "quantity": ""},
{"title": "OSULLOC Premium Green Tea Waffles (2.54oz, 72g) | Korean Matcha Flavored Snacks | Asian Snacks, Premium Tea Food", "asin": "", "price": "", "quantity": ""},
{"title": "Taza Chocolate Organic Mexicano Disc Stone Ground, Variety Pack, 1.35 Ounce (8 Count), Vegan", "asin": "", "price": "", "quantity": ""},
{"title": "The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack", "asin": "", "price": "$12.72", "quantity": ""},
{"title": "Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\" * 8\" (020)", "asin": "", "price": "$8.48", "quantity": ""},
{"title": "OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories", "asin": "", "price": "$9.95", "quantity": ""},
{"title": "Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)", "asin": "", "price": "$14.75", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g", "asin": "", "price": "$18.64", "quantity": ""},
{"title": "International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More", "asin": "", "price": "$39.95", "quantity": ""},
{"title": "Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag", "asin": "", "price": "$14.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T20:53:08.595Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\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\": \"2025-04-12T01:05:09.691Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
<|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": "2025-04-12T01:05:09.691Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-12T01:05:09.691Z
|
input
|
always ultra thin pads
|
rule
|
2025-04-12T01:05:09.691Z
|
input
|
always ultra thin pads
|
train
| 628 |
2025-04-12T01:05:09.691Z
|
input
|
always ultra thin pads
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
<|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": "2025-04-12T01:05:09.691Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"always ultra thin pads\"}],\n\"promotion_items\": [{\"title\": \"Always\\nUltra Thin Regular Pads with Wings 48 Count (Pack of 1)\\n48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.07\", \"quantity\": \"\"},\n{\"title\": \"Always\\nUltra Thin Size 4 Overnight Pads With Wings Scented, 24 Count\", \"asin\": \"B002OTUZ7S\", \"price\": \"$18.81\", \"quantity\": \"\"},\n{\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\\n64 Count (Pack of 1)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"quantity\": \"\"},\n{\"title\": \"Always\\nUltra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\\n10 Count (Pack of 1)\", \"asin\": \"B0001KOCGC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Always\\nRadiant Daily Multistyle Liners Regular Absorbency Unscented, Up to 100% Odor-Free, 108 Count\\n108 Count\", \"asin\": \"B09TWVDL7W\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Always\\nPocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\\n64 Count (Pack of 1)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"quantity\": \"\"},\n{\"title\": \"Always\\nPocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Organyc\\n100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)\\n10 Count (Pack of 6)\", \"asin\": \"B075QCHR9T\", \"price\": \"$34.89\", \"quantity\": \"\"},\n{\"title\": \"Rael\\nIncontinence Pads for Women, Organic Cotton Cover - Postpartum Essential, Heavy Absorbency, Bladder Leak Control, 4 Layer Core with Leak Guard Technology, Long Length (Moderate, 30 Count)\\n30 Count (Pack of 1)\", \"asin\": \"B08CMLZLKD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Always\\nPocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Overnight Pads with Flexi-Wings, Size 4, Overnight, Unscented, 78 Count Total (3 Packs of 26)\", \"asin\": \"B01IZ5EHJG\", \"price\": \"$18.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\", \"asin\": \"B00G8DDCEE\", \"price\": \"$7.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)\", \"asin\": \"B01IZ5EYJO\", \"price\": \"$21.87\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)\", \"asin\": \"B00XQEOTMC\", \"price\": \"$32.97\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)\", \"asin\": \"B01MU1465C\", \"price\": \"$16.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Pads Ultra Thin Size 5-24 Count (3 Pack)\", \"asin\": \"B01IAIN0RI\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13 Only 11 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Light Absorbency, Chlorine Free, Unscented, Hypoallergenic Panty Liners for Women (40 Count)\", \"asin\": \"B08ZJN632Z\", \"price\": \"$9.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Premium 100% Organic Panty Liners - Chemical Free Cotton Ultra Thin Liner for Women | Feminine Sanitary Napkins Unscented Everyday Use Leak Protection (Regular, 36 Count, Wrapped)\", \"asin\": \"B09FD1B6JD\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"100% Organic Panty Liners for Women-120ct, Ultra Thin Cotton Cover, Regular Pantiliners, Light Absorbency, Unscented Barely There Pantie Liners (Regular Liner, Size 1, 120ct)\", \"asin\": \"B0D73XC13N\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Thin Daily Panty Liners for Women, Light Absorbency, Unscented, 162 Count (Packaging May Vary)\", \"asin\": \"B003VD5TMM\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)\", \"asin\": \"B00G8DDC44\", \"price\": \"$7.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary\", \"asin\": \"B0094DJSKM\", \"price\": \"$10.47\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Ultra Thin Feminine Pads For Women, Size 5 Extra Heavy Overnight Absorbency, With Wings, Unscented, 24 Count\", \"asin\": \"B00I5H5XV6\", \"price\": \"$7.09\", \"delivery\": \" FREE delivery Tomorrow 5 AM - 7 AM on orders over $50\"},\n{\"title\": \"100% Organic Pads for Women 54ct, Ultra Thin Unscented Feminine Period-Pads with Wing, Regular Absorbency Sanitary Pad, Organic Cotton Pad Menstrual (Regular, Size 3, 54 Count)\", \"asin\": \"B0D73WGRCV\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 12 Count\", \"asin\": \"B0DCGQWW7J\", \"price\": \"$8.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Attn: Grace Moderate Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Moderate Bladder Leaks & Sensitive Skin\", \"asin\": \"B0949JRVNQ\", \"price\": \"$15.96\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Pads with Wings, Regular Cotton Period Pads for Women and Teen, Sanitary Napkins, Unscented, Eliminates Odor, Daily Feminine Care(Regular, 40 Count)\", \"asin\": \"B0CYS3C4P5\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Ultra Thin Long Super Pads with Wings, Unscented, 88 Count\", \"asin\": \"B003UZSHPM\", \"price\": \"$24.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)\", \"asin\": \"B006R6U9SY\", \"price\": \"$7.68\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)\", \"asin\": \"B01IULATV0\", \"price\": \"$26.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)\", \"asin\": \"B0DR35MCS9\", \"price\": \"$26.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.07\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon.\"},\n{\"title\": \"100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)\", \"asin\": \"B075QCHR9T\", \"price\": \"$34.89\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"Ultra Thin Overnight Pads with Wings, Unscented, 76 Count\", \"asin\": \"B00AXSHCL4\", \"price\": \"$23.36\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n{\"title\": \"Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)\", \"asin\": \"B0029NYQME\", \"price\": \"$33.00\", \"delivery\": \"FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)\", \"asin\": \"B0BPLPWGCL\", \"price\": \"$20.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)\", \"asin\": \"B07PPCRLHD\", \"price\": \"$23.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Always Ultra Thin Size 4 Overnight Pads with Wings Unscented 80 Ct.\", \"asin\": \"B08RDPL244\", \"price\": \"$26.00\", \"delivery\": \"FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16 Only 2 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Long Super Pads, 20 Count, (Pack of 2)\", \"asin\": \"B074JCBQWB\", \"price\": \"$16.26\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 2 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Size 5 Extra Heavy Overnight Pads with Wings Unscented, Size 5, 34 Count\", \"asin\": \"B00J23FWN6\", \"price\": \"$6.29\", \"delivery\": \" FREE 2-hour delivery on orders over $50 Out of Stock\"},\n{\"title\": \"Ultra Thin Size 3 Extra Long Super Pads with Wings Unscented, 28 Count\", \"asin\": \"B01NH7J7QO\", \"price\": \"$7.09\", \"delivery\": \" FREE delivery Tomorrow 5 AM - 7 AM on orders over $50\"},\n{\"title\": \"Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Infinity Feminine Pads for Women, Size 4 Overnight, with wings, unscented, 38 Count\", \"asin\": \"B08HFNQWQP\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count\", \"asin\": \"B01KL1DOTG\", \"price\": \"$6.29\", \"delivery\": \" FREE delivery Tomorrow 5 AM - 7 AM on orders over $50\"},\n{\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)\", \"asin\": \"B001DWNTBG\", \"price\": \"$6.27\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count\", \"asin\": \"B08VCNYXXH\"},\n{\"title\": \"Ultra Thin Feminine Pads for Women, Size 5, Extra Heavy, Overnight Absorbency with Wings, 46 Count x 2 Packs (92 Count Total)\", \"asin\": \"B06XRW75WZ\"},\n{\"title\": \"ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct\", \"asin\": \"B000QV76CI\"},\n{\"title\": \"Ultra Thin Feminine Pads For Women, Size 3 Extra Long Super Absorbency, With Wings, Unscented, 38 Count\", \"asin\": \"B01MU2JNYC\"},\n{\"title\": \"Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count\", \"asin\": \"B00MTT1UI6\"},\n{\"title\": \"Infinity Feminine Pads for Women, Size 5 Extra Heavy Overnight, with Wings, unscented, 30 Count\", \"asin\": \"B07QNZDWHN\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Pads Slender Flexi-Wings 36 Each\", \"asin\": \"B0012ROL0K\", \"price\": \"$14.99\", \"delivery\": \"$4.79 delivery Apr 21 - 22 Or fastest delivery Apr 16 - 21 Only 6 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count (Pack of 3)\", \"asin\": \"B001G7QSGQ\"},\n{\"title\": \"Radiant Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Flexfoam, With Wings, Light Clean Scent, 30 Count x 3 Packs (90 Count total)\", \"asin\": \"B01HODORZ4\", \"price\": \"$26.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Anti-Bunch Xtra Protection Daily Liners, Regular Length, Unscented, 34 Count x 4 (136 Count Total) (Packaging May Vary)\", \"asin\": \"B07QVSNPWR\", \"price\": \"$12.44\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.07\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon.\"},\n{\"title\": \"Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)\", \"asin\": \"B078YF278Y\", \"price\": \"$32.94\", \"delivery\": \"FREE delivery Apr 19 - 21\"},\n{\"title\": \"Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct\", \"asin\": \"B00J7L59K4\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Size 4 Overnight Pads With Wings Scented, 24 Count\", \"asin\": \"B002OTUZ7S\", \"price\": \"$18.81\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13 Only 2 left in stock - order soon.\"},\n{\"title\": \"Maxi Overnight Pads with Wings for Women, Size 5, Extra Heavy Overnight Absorbency, Unscented, 36 Count (Packaging May Vary)\", \"asin\": \"B01M1BLRC1\", \"price\": \"$10.47\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count\", \"asin\": \"B01IZ5FMEU\", \"price\": \"$12.39\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 18 left in stock (more on the way).\"},\n{\"title\": \"Always Thin Ultra Maxi Pads Quilt Long Super Pads - 40 pads/pack\", \"asin\": \"B000GCKB56\"},\n{\"title\": \"Pure Cotton with Flexfoam Pads, Size 1,Regular Absorbency 28 Count (Pack of 3)\", \"asin\": \"B084S1JLX1\", \"price\": \"$26.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 32 Count\", \"asin\": \"B0014CV0JI\"},\n{\"title\": \"Adult Incontinence Pads for Women, Moderate Absorbency, Long Length, Postpartum Pads, Up to 100% Bladder Leak Protection, 54 Count (Packaging May Vary)\", \"asin\": \"B00KXUW2FS\", \"price\": \"$14.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\", \"asin\": \"B0001KOCGC\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 16 - 17\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T01:07:24.956Z\", // 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "always ultra thin pads"}],
"promotion_items": [{"title": "Always\nUltra Thin Regular Pads with Wings 48 Count (Pack of 1)\n48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "quantity": ""},
{"title": "Always\nUltra Thin Size 4 Overnight Pads With Wings Scented, 24 Count", "asin": "B002OTUZ7S", "price": "$18.81", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\n64 Count (Pack of 1)", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "Always\nUltra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\n10 Count (Pack of 1)", "asin": "B0001KOCGC", "price": "$9.99", "quantity": ""},
{"title": "Always\nRadiant Daily Multistyle Liners Regular Absorbency Unscented, Up to 100% Odor-Free, 108 Count\n108 Count", "asin": "B09TWVDL7W", "price": "$13.99", "quantity": ""},
{"title": "Always\nPocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\n64 Count (Pack of 1)", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "Always\nPocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "quantity": ""},
{"title": "Organyc\n100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)\n10 Count (Pack of 6)", "asin": "B075QCHR9T", "price": "$34.89", "quantity": ""},
{"title": "Rael\nIncontinence Pads for Women, Organic Cotton Cover - Postpartum Essential, Heavy Absorbency, Bladder Leak Control, 4 Layer Core with Leak Guard Technology, Long Length (Moderate, 30 Count)\n30 Count (Pack of 1)", "asin": "B08CMLZLKD", "price": "$15.99", "quantity": ""},
{"title": "Always\nPocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "quantity": ""}],
"search_results": [{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Overnight Pads with Flexi-Wings, Size 4, Overnight, Unscented, 78 Count Total (3 Packs of 26)", "asin": "B01IZ5EHJG", "price": "$18.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)", "asin": "B01IZ5EYJO", "price": "$21.87", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)", "asin": "B00XQEOTMC", "price": "$32.97", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)", "asin": "B01MU1465C", "price": "$16.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Pads Ultra Thin Size 5-24 Count (3 Pack)", "asin": "B01IAIN0RI", "price": "$29.99", "delivery": " Two-Day FREE delivery Sun, Apr 13 Only 11 left in stock - order soon."},
{"title": "Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Light Absorbency, Chlorine Free, Unscented, Hypoallergenic Panty Liners for Women (40 Count)", "asin": "B08ZJN632Z", "price": "$9.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)", "asin": "B0CGRFD22M", "price": "$23.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Premium 100% Organic Panty Liners - Chemical Free Cotton Ultra Thin Liner for Women | Feminine Sanitary Napkins Unscented Everyday Use Leak Protection (Regular, 36 Count, Wrapped)", "asin": "B09FD1B6JD", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "100% Organic Panty Liners for Women-120ct, Ultra Thin Cotton Cover, Regular Pantiliners, Light Absorbency, Unscented Barely There Pantie Liners (Regular Liner, Size 1, 120ct)", "asin": "B0D73XC13N", "price": "$9.99", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Thin Daily Panty Liners for Women, Light Absorbency, Unscented, 162 Count (Packaging May Vary)", "asin": "B003VD5TMM", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)", "asin": "B00G8DDC44", "price": "$7.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary", "asin": "B0094DJSKM", "price": "$10.47", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin Feminine Pads For Women, Size 5 Extra Heavy Overnight Absorbency, With Wings, Unscented, 24 Count", "asin": "B00I5H5XV6", "price": "$7.09", "delivery": " FREE delivery Tomorrow 5 AM - 7 AM on orders over $50"},
{"title": "100% Organic Pads for Women 54ct, Ultra Thin Unscented Feminine Period-Pads with Wing, Regular Absorbency Sanitary Pad, Organic Cotton Pad Menstrual (Regular, Size 3, 54 Count)", "asin": "B0D73WGRCV", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 12 Count", "asin": "B0DCGQWW7J", "price": "$8.95", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Attn: Grace Moderate Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Moderate Bladder Leaks & Sensitive Skin", "asin": "B0949JRVNQ", "price": "$15.96", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Pads with Wings, Regular Cotton Period Pads for Women and Teen, Sanitary Napkins, Unscented, Eliminates Odor, Daily Feminine Care(Regular, 40 Count)", "asin": "B0CYS3C4P5", "price": "$10.99", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin Long Super Pads with Wings, Unscented, 88 Count", "asin": "B003UZSHPM", "price": "$24.95", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)", "asin": "B006R6U9SY", "price": "$7.68", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)", "asin": "B01IULATV0", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)", "asin": "B0DR35MCS9", "price": "$26.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon."},
{"title": "100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)", "asin": "B075QCHR9T", "price": "$34.89", "delivery": "FREE delivery Wed, Apr 16 for Prime members"},
{"title": "Ultra Thin Overnight Pads with Wings, Unscented, 76 Count", "asin": "B00AXSHCL4", "price": "$23.36", "delivery": "FREE delivery Fri, Apr 18"},
{"title": "Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)", "asin": "B0029NYQME", "price": "$33.00", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon."},
{"title": "Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)", "asin": "B0BPLPWGCL", "price": "$20.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)", "asin": "B07PPCRLHD", "price": "$23.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Always Ultra Thin Size 4 Overnight Pads with Wings Unscented 80 Ct.", "asin": "B08RDPL244", "price": "$26.00", "delivery": "FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16 Only 2 left in stock - order soon."},
{"title": "Ultra Thin Long Super Pads, 20 Count, (Pack of 2)", "asin": "B074JCBQWB", "price": "$16.26", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 2 left in stock - order soon."},
{"title": "Ultra Thin Size 5 Extra Heavy Overnight Pads with Wings Unscented, Size 5, 34 Count", "asin": "B00J23FWN6", "price": "$6.29", "delivery": " FREE 2-hour delivery on orders over $50 Out of Stock"},
{"title": "Ultra Thin Size 3 Extra Long Super Pads with Wings Unscented, 28 Count", "asin": "B01NH7J7QO", "price": "$7.09", "delivery": " FREE delivery Tomorrow 5 AM - 7 AM on orders over $50"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight, with wings, unscented, 38 Count", "asin": "B08HFNQWQP", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count", "asin": "B01KL1DOTG", "price": "$6.29", "delivery": " FREE delivery Tomorrow 5 AM - 7 AM on orders over $50"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)", "asin": "B001DWNTBG", "price": "$6.27", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count", "asin": "B08VCNYXXH"},
{"title": "Ultra Thin Feminine Pads for Women, Size 5, Extra Heavy, Overnight Absorbency with Wings, 46 Count x 2 Packs (92 Count Total)", "asin": "B06XRW75WZ"},
{"title": "ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct", "asin": "B000QV76CI"},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Long Super Absorbency, With Wings, Unscented, 38 Count", "asin": "B01MU2JNYC"},
{"title": "Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count", "asin": "B00MTT1UI6"},
{"title": "Infinity Feminine Pads for Women, Size 5 Extra Heavy Overnight, with Wings, unscented, 30 Count", "asin": "B07QNZDWHN", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads Slender Flexi-Wings 36 Each", "asin": "B0012ROL0K", "price": "$14.99", "delivery": "$4.79 delivery Apr 21 - 22 Or fastest delivery Apr 16 - 21 Only 6 left in stock - order soon."},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count (Pack of 3)", "asin": "B001G7QSGQ"},
{"title": "Radiant Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Flexfoam, With Wings, Light Clean Scent, 30 Count x 3 Packs (90 Count total)", "asin": "B01HODORZ4", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Anti-Bunch Xtra Protection Daily Liners, Regular Length, Unscented, 34 Count x 4 (136 Count Total) (Packaging May Vary)", "asin": "B07QVSNPWR", "price": "$12.44", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon."},
{"title": "Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)", "asin": "B078YF278Y", "price": "$32.94", "delivery": "FREE delivery Apr 19 - 21"},
{"title": "Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct", "asin": "B00J7L59K4", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Size 4 Overnight Pads With Wings Scented, 24 Count", "asin": "B002OTUZ7S", "price": "$18.81", "delivery": " Two-Day FREE delivery Sun, Apr 13 Only 2 left in stock - order soon."},
{"title": "Maxi Overnight Pads with Wings for Women, Size 5, Extra Heavy Overnight Absorbency, Unscented, 36 Count (Packaging May Vary)", "asin": "B01M1BLRC1", "price": "$10.47", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count", "asin": "B01IZ5FMEU", "price": "$12.39", "delivery": "FREE delivery Tue, Apr 15 Only 18 left in stock (more on the way)."},
{"title": "Always Thin Ultra Maxi Pads Quilt Long Super Pads - 40 pads/pack", "asin": "B000GCKB56"},
{"title": "Pure Cotton with Flexfoam Pads, Size 1,Regular Absorbency 28 Count (Pack of 3)", "asin": "B084S1JLX1", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 32 Count", "asin": "B0014CV0JI"},
{"title": "Adult Incontinence Pads for Women, Moderate Absorbency, Long Length, Postpartum Pads, Up to 100% Bladder Leak Protection, 54 Count (Packaging May Vary)", "asin": "B00KXUW2FS", "price": "$14.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary", "asin": "B0001KOCGC", "price": "$9.99", "delivery": "FREE delivery Apr 16 - 17"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T01:07:24.956Z", // 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>
|
2025-04-12T01:07:24.956Z
|
click
|
search
|
rule
|
2025-04-12T01:07:24.956Z
|
click
|
search
|
train
| 629 |
2025-04-12T01:07:24.956Z
|
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": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "always ultra thin pads"}],
"promotion_items": [{"title": "Always\nUltra Thin Regular Pads with Wings 48 Count (Pack of 1)\n48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "quantity": ""},
{"title": "Always\nUltra Thin Size 4 Overnight Pads With Wings Scented, 24 Count", "asin": "B002OTUZ7S", "price": "$18.81", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\n64 Count (Pack of 1)", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "Always\nUltra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\n10 Count (Pack of 1)", "asin": "B0001KOCGC", "price": "$9.99", "quantity": ""},
{"title": "Always\nRadiant Daily Multistyle Liners Regular Absorbency Unscented, Up to 100% Odor-Free, 108 Count\n108 Count", "asin": "B09TWVDL7W", "price": "$13.99", "quantity": ""},
{"title": "Always\nPocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\n64 Count (Pack of 1)", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "Always\nPocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "quantity": ""},
{"title": "Organyc\n100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)\n10 Count (Pack of 6)", "asin": "B075QCHR9T", "price": "$34.89", "quantity": ""},
{"title": "Rael\nIncontinence Pads for Women, Organic Cotton Cover - Postpartum Essential, Heavy Absorbency, Bladder Leak Control, 4 Layer Core with Leak Guard Technology, Long Length (Moderate, 30 Count)\n30 Count (Pack of 1)", "asin": "B08CMLZLKD", "price": "$15.99", "quantity": ""},
{"title": "Always\nPocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "quantity": ""}],
"search_results": [{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Overnight Pads with Flexi-Wings, Size 4, Overnight, Unscented, 78 Count Total (3 Packs of 26)", "asin": "B01IZ5EHJG", "price": "$18.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)", "asin": "B01IZ5EYJO", "price": "$21.87", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)", "asin": "B00XQEOTMC", "price": "$32.97", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)", "asin": "B01MU1465C", "price": "$16.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Pads Ultra Thin Size 5-24 Count (3 Pack)", "asin": "B01IAIN0RI", "price": "$29.99", "delivery": " Two-Day FREE delivery Sun, Apr 13 Only 11 left in stock - order soon."},
{"title": "Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Light Absorbency, Chlorine Free, Unscented, Hypoallergenic Panty Liners for Women (40 Count)", "asin": "B08ZJN632Z", "price": "$9.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)", "asin": "B0CGRFD22M", "price": "$23.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Premium 100% Organic Panty Liners - Chemical Free Cotton Ultra Thin Liner for Women | Feminine Sanitary Napkins Unscented Everyday Use Leak Protection (Regular, 36 Count, Wrapped)", "asin": "B09FD1B6JD", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "100% Organic Panty Liners for Women-120ct, Ultra Thin Cotton Cover, Regular Pantiliners, Light Absorbency, Unscented Barely There Pantie Liners (Regular Liner, Size 1, 120ct)", "asin": "B0D73XC13N", "price": "$9.99", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Thin Daily Panty Liners for Women, Light Absorbency, Unscented, 162 Count (Packaging May Vary)", "asin": "B003VD5TMM", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)", "asin": "B00G8DDC44", "price": "$7.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary", "asin": "B0094DJSKM", "price": "$10.47", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin Feminine Pads For Women, Size 5 Extra Heavy Overnight Absorbency, With Wings, Unscented, 24 Count", "asin": "B00I5H5XV6", "price": "$7.09", "delivery": " FREE delivery Tomorrow 5 AM - 7 AM on orders over $50"},
{"title": "100% Organic Pads for Women 54ct, Ultra Thin Unscented Feminine Period-Pads with Wing, Regular Absorbency Sanitary Pad, Organic Cotton Pad Menstrual (Regular, Size 3, 54 Count)", "asin": "B0D73WGRCV", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 12 Count", "asin": "B0DCGQWW7J", "price": "$8.95", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Attn: Grace Moderate Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Moderate Bladder Leaks & Sensitive Skin", "asin": "B0949JRVNQ", "price": "$15.96", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Pads with Wings, Regular Cotton Period Pads for Women and Teen, Sanitary Napkins, Unscented, Eliminates Odor, Daily Feminine Care(Regular, 40 Count)", "asin": "B0CYS3C4P5", "price": "$10.99", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin Long Super Pads with Wings, Unscented, 88 Count", "asin": "B003UZSHPM", "price": "$24.95", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)", "asin": "B006R6U9SY", "price": "$7.68", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)", "asin": "B01IULATV0", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)", "asin": "B0DR35MCS9", "price": "$26.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon."},
{"title": "100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)", "asin": "B075QCHR9T", "price": "$34.89", "delivery": "FREE delivery Wed, Apr 16 for Prime members"},
{"title": "Ultra Thin Overnight Pads with Wings, Unscented, 76 Count", "asin": "B00AXSHCL4", "price": "$23.36", "delivery": "FREE delivery Fri, Apr 18"},
{"title": "Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)", "asin": "B0029NYQME", "price": "$33.00", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon."},
{"title": "Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)", "asin": "B0BPLPWGCL", "price": "$20.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)", "asin": "B07PPCRLHD", "price": "$23.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Always Ultra Thin Size 4 Overnight Pads with Wings Unscented 80 Ct.", "asin": "B08RDPL244", "price": "$26.00", "delivery": "FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16 Only 2 left in stock - order soon."},
{"title": "Ultra Thin Long Super Pads, 20 Count, (Pack of 2)", "asin": "B074JCBQWB", "price": "$16.26", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 2 left in stock - order soon."},
{"title": "Ultra Thin Size 5 Extra Heavy Overnight Pads with Wings Unscented, Size 5, 34 Count", "asin": "B00J23FWN6", "price": "$6.29", "delivery": " FREE 2-hour delivery on orders over $50 Out of Stock"},
{"title": "Ultra Thin Size 3 Extra Long Super Pads with Wings Unscented, 28 Count", "asin": "B01NH7J7QO", "price": "$7.09", "delivery": " FREE delivery Tomorrow 5 AM - 7 AM on orders over $50"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight, with wings, unscented, 38 Count", "asin": "B08HFNQWQP", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count", "asin": "B01KL1DOTG", "price": "$6.29", "delivery": " FREE delivery Tomorrow 5 AM - 7 AM on orders over $50"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)", "asin": "B001DWNTBG", "price": "$6.27", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count", "asin": "B08VCNYXXH"},
{"title": "Ultra Thin Feminine Pads for Women, Size 5, Extra Heavy, Overnight Absorbency with Wings, 46 Count x 2 Packs (92 Count Total)", "asin": "B06XRW75WZ"},
{"title": "ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct", "asin": "B000QV76CI"},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Long Super Absorbency, With Wings, Unscented, 38 Count", "asin": "B01MU2JNYC"},
{"title": "Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count", "asin": "B00MTT1UI6"},
{"title": "Infinity Feminine Pads for Women, Size 5 Extra Heavy Overnight, with Wings, unscented, 30 Count", "asin": "B07QNZDWHN", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads Slender Flexi-Wings 36 Each", "asin": "B0012ROL0K", "price": "$14.99", "delivery": "$4.79 delivery Apr 21 - 22 Or fastest delivery Apr 16 - 21 Only 6 left in stock - order soon."},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count (Pack of 3)", "asin": "B001G7QSGQ"},
{"title": "Radiant Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Flexfoam, With Wings, Light Clean Scent, 30 Count x 3 Packs (90 Count total)", "asin": "B01HODORZ4", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Anti-Bunch Xtra Protection Daily Liners, Regular Length, Unscented, 34 Count x 4 (136 Count Total) (Packaging May Vary)", "asin": "B07QVSNPWR", "price": "$12.44", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon."},
{"title": "Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)", "asin": "B078YF278Y", "price": "$32.94", "delivery": "FREE delivery Apr 19 - 21"},
{"title": "Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct", "asin": "B00J7L59K4", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Size 4 Overnight Pads With Wings Scented, 24 Count", "asin": "B002OTUZ7S", "price": "$18.81", "delivery": " Two-Day FREE delivery Sun, Apr 13 Only 2 left in stock - order soon."},
{"title": "Maxi Overnight Pads with Wings for Women, Size 5, Extra Heavy Overnight Absorbency, Unscented, 36 Count (Packaging May Vary)", "asin": "B01M1BLRC1", "price": "$10.47", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count", "asin": "B01IZ5FMEU", "price": "$12.39", "delivery": "FREE delivery Tue, Apr 15 Only 18 left in stock (more on the way)."},
{"title": "Always Thin Ultra Maxi Pads Quilt Long Super Pads - 40 pads/pack", "asin": "B000GCKB56"},
{"title": "Pure Cotton with Flexfoam Pads, Size 1,Regular Absorbency 28 Count (Pack of 3)", "asin": "B084S1JLX1", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 32 Count", "asin": "B0014CV0JI"},
{"title": "Adult Incontinence Pads for Women, Moderate Absorbency, Long Length, Postpartum Pads, Up to 100% Bladder Leak Protection, 54 Count (Packaging May Vary)", "asin": "B00KXUW2FS", "price": "$14.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary", "asin": "B0001KOCGC", "price": "$9.99", "delivery": "FREE delivery Apr 16 - 17"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T01:07:24.956Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"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\": \"always ultra thin pads\"}],\n\"promotion_items\": [{\"title\": \"Always\\nUltra Thin Regular Pads with Wings 48 Count (Pack of 1)\\n48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.07\", \"quantity\": \"\"},\n{\"title\": \"Always\\nUltra Thin Size 4 Overnight Pads With Wings Scented, 24 Count\", \"asin\": \"B002OTUZ7S\", \"price\": \"$18.81\", \"quantity\": \"\"},\n{\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\\n64 Count (Pack of 1)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"quantity\": \"\"},\n{\"title\": \"Always\\nUltra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\\n10 Count (Pack of 1)\", \"asin\": \"B0001KOCGC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Always\\nRadiant Daily Multistyle Liners Regular Absorbency Unscented, Up to 100% Odor-Free, 108 Count\\n108 Count\", \"asin\": \"B09TWVDL7W\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Always\\nPocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\\n64 Count (Pack of 1)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"quantity\": \"\"},\n{\"title\": \"Always\\nPocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Organyc\\n100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)\\n10 Count (Pack of 6)\", \"asin\": \"B075QCHR9T\", \"price\": \"$34.89\", \"quantity\": \"\"},\n{\"title\": \"Rael\\nIncontinence Pads for Women, Organic Cotton Cover - Postpartum Essential, Heavy Absorbency, Bladder Leak Control, 4 Layer Core with Leak Guard Technology, Long Length (Moderate, 30 Count)\\n30 Count (Pack of 1)\", \"asin\": \"B08CMLZLKD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Always\\nPocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Overnight Pads with Flexi-Wings, Size 4, Overnight, Unscented, 78 Count Total (3 Packs of 26)\", \"asin\": \"B01IZ5EHJG\", \"price\": \"$18.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\", \"asin\": \"B00G8DDCEE\", \"price\": \"$7.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)\", \"asin\": \"B01IZ5EYJO\", \"price\": \"$21.87\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)\", \"asin\": \"B00XQEOTMC\", \"price\": \"$32.97\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)\", \"asin\": \"B01MU1465C\", \"price\": \"$16.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Pads Ultra Thin Size 5-24 Count (3 Pack)\", \"asin\": \"B01IAIN0RI\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13 Only 11 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Light Absorbency, Chlorine Free, Unscented, Hypoallergenic Panty Liners for Women (40 Count)\", \"asin\": \"B08ZJN632Z\", \"price\": \"$9.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Premium 100% Organic Panty Liners - Chemical Free Cotton Ultra Thin Liner for Women | Feminine Sanitary Napkins Unscented Everyday Use Leak Protection (Regular, 36 Count, Wrapped)\", \"asin\": \"B09FD1B6JD\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"100% Organic Panty Liners for Women-120ct, Ultra Thin Cotton Cover, Regular Pantiliners, Light Absorbency, Unscented Barely There Pantie Liners (Regular Liner, Size 1, 120ct)\", \"asin\": \"B0D73XC13N\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Thin Daily Panty Liners for Women, Light Absorbency, Unscented, 162 Count (Packaging May Vary)\", \"asin\": \"B003VD5TMM\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)\", \"asin\": \"B00G8DDC44\", \"price\": \"$7.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary\", \"asin\": \"B0094DJSKM\", \"price\": \"$10.47\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Ultra Thin Feminine Pads For Women, Size 5 Extra Heavy Overnight Absorbency, With Wings, Unscented, 24 Count\", \"asin\": \"B00I5H5XV6\", \"price\": \"$7.09\", \"delivery\": \" FREE delivery Tomorrow 5 AM - 7 AM on orders over $50\"},\n{\"title\": \"100% Organic Pads for Women 54ct, Ultra Thin Unscented Feminine Period-Pads with Wing, Regular Absorbency Sanitary Pad, Organic Cotton Pad Menstrual (Regular, Size 3, 54 Count)\", \"asin\": \"B0D73WGRCV\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 12 Count\", \"asin\": \"B0DCGQWW7J\", \"price\": \"$8.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Attn: Grace Moderate Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Moderate Bladder Leaks & Sensitive Skin\", \"asin\": \"B0949JRVNQ\", \"price\": \"$15.96\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Pads with Wings, Regular Cotton Period Pads for Women and Teen, Sanitary Napkins, Unscented, Eliminates Odor, Daily Feminine Care(Regular, 40 Count)\", \"asin\": \"B0CYS3C4P5\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Ultra Thin Long Super Pads with Wings, Unscented, 88 Count\", \"asin\": \"B003UZSHPM\", \"price\": \"$24.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)\", \"asin\": \"B006R6U9SY\", \"price\": \"$7.68\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)\", \"asin\": \"B01IULATV0\", \"price\": \"$26.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)\", \"asin\": \"B0DR35MCS9\", \"price\": \"$26.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.07\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon.\"},\n{\"title\": \"100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)\", \"asin\": \"B075QCHR9T\", \"price\": \"$34.89\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"Ultra Thin Overnight Pads with Wings, Unscented, 76 Count\", \"asin\": \"B00AXSHCL4\", \"price\": \"$23.36\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n{\"title\": \"Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)\", \"asin\": \"B0029NYQME\", \"price\": \"$33.00\", \"delivery\": \"FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)\", \"asin\": \"B0BPLPWGCL\", \"price\": \"$20.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)\", \"asin\": \"B07PPCRLHD\", \"price\": \"$23.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Always Ultra Thin Size 4 Overnight Pads with Wings Unscented 80 Ct.\", \"asin\": \"B08RDPL244\", \"price\": \"$26.00\", \"delivery\": \"FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16 Only 2 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Long Super Pads, 20 Count, (Pack of 2)\", \"asin\": \"B074JCBQWB\", \"price\": \"$16.26\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 2 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Size 5 Extra Heavy Overnight Pads with Wings Unscented, Size 5, 34 Count\", \"asin\": \"B00J23FWN6\", \"price\": \"$6.29\", \"delivery\": \" FREE 2-hour delivery on orders over $50 Out of Stock\"},\n{\"title\": \"Ultra Thin Size 3 Extra Long Super Pads with Wings Unscented, 28 Count\", \"asin\": \"B01NH7J7QO\", \"price\": \"$7.09\", \"delivery\": \" FREE delivery Tomorrow 5 AM - 7 AM on orders over $50\"},\n{\"title\": \"Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Infinity Feminine Pads for Women, Size 4 Overnight, with wings, unscented, 38 Count\", \"asin\": \"B08HFNQWQP\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count\", \"asin\": \"B01KL1DOTG\", \"price\": \"$6.29\", \"delivery\": \" FREE delivery Tomorrow 5 AM - 7 AM on orders over $50\"},\n{\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)\", \"asin\": \"B001DWNTBG\", \"price\": \"$6.27\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count\", \"asin\": \"B08VCNYXXH\"},\n{\"title\": \"Ultra Thin Feminine Pads for Women, Size 5, Extra Heavy, Overnight Absorbency with Wings, 46 Count x 2 Packs (92 Count Total)\", \"asin\": \"B06XRW75WZ\"},\n{\"title\": \"ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct\", \"asin\": \"B000QV76CI\"},\n{\"title\": \"Ultra Thin Feminine Pads For Women, Size 3 Extra Long Super Absorbency, With Wings, Unscented, 38 Count\", \"asin\": \"B01MU2JNYC\"},\n{\"title\": \"Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count\", \"asin\": \"B00MTT1UI6\"},\n{\"title\": \"Infinity Feminine Pads for Women, Size 5 Extra Heavy Overnight, with Wings, unscented, 30 Count\", \"asin\": \"B07QNZDWHN\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Pads Slender Flexi-Wings 36 Each\", \"asin\": \"B0012ROL0K\", \"price\": \"$14.99\", \"delivery\": \"$4.79 delivery Apr 21 - 22 Or fastest delivery Apr 16 - 21 Only 6 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count (Pack of 3)\", \"asin\": \"B001G7QSGQ\"},\n{\"title\": \"Radiant Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Flexfoam, With Wings, Light Clean Scent, 30 Count x 3 Packs (90 Count total)\", \"asin\": \"B01HODORZ4\", \"price\": \"$26.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Anti-Bunch Xtra Protection Daily Liners, Regular Length, Unscented, 34 Count x 4 (136 Count Total) (Packaging May Vary)\", \"asin\": \"B07QVSNPWR\", \"price\": \"$12.44\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.07\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon.\"},\n{\"title\": \"Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)\", \"asin\": \"B078YF278Y\", \"price\": \"$32.94\", \"delivery\": \"FREE delivery Apr 19 - 21\"},\n{\"title\": \"Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct\", \"asin\": \"B00J7L59K4\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Size 4 Overnight Pads With Wings Scented, 24 Count\", \"asin\": \"B002OTUZ7S\", \"price\": \"$18.81\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13 Only 2 left in stock - order soon.\"},\n{\"title\": \"Maxi Overnight Pads with Wings for Women, Size 5, Extra Heavy Overnight Absorbency, Unscented, 36 Count (Packaging May Vary)\", \"asin\": \"B01M1BLRC1\", \"price\": \"$10.47\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count\", \"asin\": \"B01IZ5FMEU\", \"price\": \"$12.39\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 18 left in stock (more on the way).\"},\n{\"title\": \"Always Thin Ultra Maxi Pads Quilt Long Super Pads - 40 pads/pack\", \"asin\": \"B000GCKB56\"},\n{\"title\": \"Pure Cotton with Flexfoam Pads, Size 1,Regular Absorbency 28 Count (Pack of 3)\", \"asin\": \"B084S1JLX1\", \"price\": \"$26.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 32 Count\", \"asin\": \"B0014CV0JI\"},\n{\"title\": \"Adult Incontinence Pads for Women, Moderate Absorbency, Long Length, Postpartum Pads, Up to 100% Bladder Leak Protection, 54 Count (Packaging May Vary)\", \"asin\": \"B00KXUW2FS\", \"price\": \"$14.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\", \"asin\": \"B0001KOCGC\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 16 - 17\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T01:07:25.115Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "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": "always ultra thin pads"}],
"promotion_items": [{"title": "Always\nUltra Thin Regular Pads with Wings 48 Count (Pack of 1)\n48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "quantity": ""},
{"title": "Always\nUltra Thin Size 4 Overnight Pads With Wings Scented, 24 Count", "asin": "B002OTUZ7S", "price": "$18.81", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\n64 Count (Pack of 1)", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "Always\nUltra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\n10 Count (Pack of 1)", "asin": "B0001KOCGC", "price": "$9.99", "quantity": ""},
{"title": "Always\nRadiant Daily Multistyle Liners Regular Absorbency Unscented, Up to 100% Odor-Free, 108 Count\n108 Count", "asin": "B09TWVDL7W", "price": "$13.99", "quantity": ""},
{"title": "Always\nPocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\n64 Count (Pack of 1)", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "Always\nPocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "quantity": ""},
{"title": "Organyc\n100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)\n10 Count (Pack of 6)", "asin": "B075QCHR9T", "price": "$34.89", "quantity": ""},
{"title": "Rael\nIncontinence Pads for Women, Organic Cotton Cover - Postpartum Essential, Heavy Absorbency, Bladder Leak Control, 4 Layer Core with Leak Guard Technology, Long Length (Moderate, 30 Count)\n30 Count (Pack of 1)", "asin": "B08CMLZLKD", "price": "$15.99", "quantity": ""},
{"title": "Always\nPocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "quantity": ""}],
"search_results": [{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Overnight Pads with Flexi-Wings, Size 4, Overnight, Unscented, 78 Count Total (3 Packs of 26)", "asin": "B01IZ5EHJG", "price": "$18.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)", "asin": "B01IZ5EYJO", "price": "$21.87", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)", "asin": "B00XQEOTMC", "price": "$32.97", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)", "asin": "B01MU1465C", "price": "$16.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Pads Ultra Thin Size 5-24 Count (3 Pack)", "asin": "B01IAIN0RI", "price": "$29.99", "delivery": " Two-Day FREE delivery Sun, Apr 13 Only 11 left in stock - order soon."},
{"title": "Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Light Absorbency, Chlorine Free, Unscented, Hypoallergenic Panty Liners for Women (40 Count)", "asin": "B08ZJN632Z", "price": "$9.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)", "asin": "B0CGRFD22M", "price": "$23.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Premium 100% Organic Panty Liners - Chemical Free Cotton Ultra Thin Liner for Women | Feminine Sanitary Napkins Unscented Everyday Use Leak Protection (Regular, 36 Count, Wrapped)", "asin": "B09FD1B6JD", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "100% Organic Panty Liners for Women-120ct, Ultra Thin Cotton Cover, Regular Pantiliners, Light Absorbency, Unscented Barely There Pantie Liners (Regular Liner, Size 1, 120ct)", "asin": "B0D73XC13N", "price": "$9.99", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Thin Daily Panty Liners for Women, Light Absorbency, Unscented, 162 Count (Packaging May Vary)", "asin": "B003VD5TMM", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)", "asin": "B00G8DDC44", "price": "$7.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary", "asin": "B0094DJSKM", "price": "$10.47", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin Feminine Pads For Women, Size 5 Extra Heavy Overnight Absorbency, With Wings, Unscented, 24 Count", "asin": "B00I5H5XV6", "price": "$7.09", "delivery": " FREE delivery Tomorrow 5 AM - 7 AM on orders over $50"},
{"title": "100% Organic Pads for Women 54ct, Ultra Thin Unscented Feminine Period-Pads with Wing, Regular Absorbency Sanitary Pad, Organic Cotton Pad Menstrual (Regular, Size 3, 54 Count)", "asin": "B0D73WGRCV", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 12 Count", "asin": "B0DCGQWW7J", "price": "$8.95", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Attn: Grace Moderate Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Moderate Bladder Leaks & Sensitive Skin", "asin": "B0949JRVNQ", "price": "$15.96", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Pads with Wings, Regular Cotton Period Pads for Women and Teen, Sanitary Napkins, Unscented, Eliminates Odor, Daily Feminine Care(Regular, 40 Count)", "asin": "B0CYS3C4P5", "price": "$10.99", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin Long Super Pads with Wings, Unscented, 88 Count", "asin": "B003UZSHPM", "price": "$24.95", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)", "asin": "B006R6U9SY", "price": "$7.68", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)", "asin": "B01IULATV0", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)", "asin": "B0DR35MCS9", "price": "$26.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon."},
{"title": "100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)", "asin": "B075QCHR9T", "price": "$34.89", "delivery": "FREE delivery Wed, Apr 16 for Prime members"},
{"title": "Ultra Thin Overnight Pads with Wings, Unscented, 76 Count", "asin": "B00AXSHCL4", "price": "$23.36", "delivery": "FREE delivery Fri, Apr 18"},
{"title": "Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)", "asin": "B0029NYQME", "price": "$33.00", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon."},
{"title": "Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)", "asin": "B0BPLPWGCL", "price": "$20.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)", "asin": "B07PPCRLHD", "price": "$23.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Always Ultra Thin Size 4 Overnight Pads with Wings Unscented 80 Ct.", "asin": "B08RDPL244", "price": "$26.00", "delivery": "FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16 Only 2 left in stock - order soon."},
{"title": "Ultra Thin Long Super Pads, 20 Count, (Pack of 2)", "asin": "B074JCBQWB", "price": "$16.26", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 2 left in stock - order soon."},
{"title": "Ultra Thin Size 5 Extra Heavy Overnight Pads with Wings Unscented, Size 5, 34 Count", "asin": "B00J23FWN6", "price": "$6.29", "delivery": " FREE 2-hour delivery on orders over $50 Out of Stock"},
{"title": "Ultra Thin Size 3 Extra Long Super Pads with Wings Unscented, 28 Count", "asin": "B01NH7J7QO", "price": "$7.09", "delivery": " FREE delivery Tomorrow 5 AM - 7 AM on orders over $50"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight, with wings, unscented, 38 Count", "asin": "B08HFNQWQP", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count", "asin": "B01KL1DOTG", "price": "$6.29", "delivery": " FREE delivery Tomorrow 5 AM - 7 AM on orders over $50"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)", "asin": "B001DWNTBG", "price": "$6.27", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count", "asin": "B08VCNYXXH"},
{"title": "Ultra Thin Feminine Pads for Women, Size 5, Extra Heavy, Overnight Absorbency with Wings, 46 Count x 2 Packs (92 Count Total)", "asin": "B06XRW75WZ"},
{"title": "ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct", "asin": "B000QV76CI"},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Long Super Absorbency, With Wings, Unscented, 38 Count", "asin": "B01MU2JNYC"},
{"title": "Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count", "asin": "B00MTT1UI6"},
{"title": "Infinity Feminine Pads for Women, Size 5 Extra Heavy Overnight, with Wings, unscented, 30 Count", "asin": "B07QNZDWHN", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads Slender Flexi-Wings 36 Each", "asin": "B0012ROL0K", "price": "$14.99", "delivery": "$4.79 delivery Apr 21 - 22 Or fastest delivery Apr 16 - 21 Only 6 left in stock - order soon."},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count (Pack of 3)", "asin": "B001G7QSGQ"},
{"title": "Radiant Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Flexfoam, With Wings, Light Clean Scent, 30 Count x 3 Packs (90 Count total)", "asin": "B01HODORZ4", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Anti-Bunch Xtra Protection Daily Liners, Regular Length, Unscented, 34 Count x 4 (136 Count Total) (Packaging May Vary)", "asin": "B07QVSNPWR", "price": "$12.44", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon."},
{"title": "Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)", "asin": "B078YF278Y", "price": "$32.94", "delivery": "FREE delivery Apr 19 - 21"},
{"title": "Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct", "asin": "B00J7L59K4", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Size 4 Overnight Pads With Wings Scented, 24 Count", "asin": "B002OTUZ7S", "price": "$18.81", "delivery": " Two-Day FREE delivery Sun, Apr 13 Only 2 left in stock - order soon."},
{"title": "Maxi Overnight Pads with Wings for Women, Size 5, Extra Heavy Overnight Absorbency, Unscented, 36 Count (Packaging May Vary)", "asin": "B01M1BLRC1", "price": "$10.47", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count", "asin": "B01IZ5FMEU", "price": "$12.39", "delivery": "FREE delivery Tue, Apr 15 Only 18 left in stock (more on the way)."},
{"title": "Always Thin Ultra Maxi Pads Quilt Long Super Pads - 40 pads/pack", "asin": "B000GCKB56"},
{"title": "Pure Cotton with Flexfoam Pads, Size 1,Regular Absorbency 28 Count (Pack of 3)", "asin": "B084S1JLX1", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 32 Count", "asin": "B0014CV0JI"},
{"title": "Adult Incontinence Pads for Women, Moderate Absorbency, Long Length, Postpartum Pads, Up to 100% Bladder Leak Protection, 54 Count (Packaging May Vary)", "asin": "B00KXUW2FS", "price": "$14.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary", "asin": "B0001KOCGC", "price": "$9.99", "delivery": "FREE delivery Apr 16 - 17"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T01:07:25.115Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-12T01:07:25.115Z
|
click
|
search
|
rule
|
2025-04-12T01:07:25.115Z
|
click
|
search
|
train
| 630 |
2025-04-12T01:07:25.115Z
|
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": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "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": "always ultra thin pads"}],
"promotion_items": [{"title": "Always\nUltra Thin Regular Pads with Wings 48 Count (Pack of 1)\n48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "quantity": ""},
{"title": "Always\nUltra Thin Size 4 Overnight Pads With Wings Scented, 24 Count", "asin": "B002OTUZ7S", "price": "$18.81", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\n64 Count (Pack of 1)", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "Always\nUltra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\n10 Count (Pack of 1)", "asin": "B0001KOCGC", "price": "$9.99", "quantity": ""},
{"title": "Always\nRadiant Daily Multistyle Liners Regular Absorbency Unscented, Up to 100% Odor-Free, 108 Count\n108 Count", "asin": "B09TWVDL7W", "price": "$13.99", "quantity": ""},
{"title": "Always\nPocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\n64 Count (Pack of 1)", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "Always\nPocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "quantity": ""},
{"title": "Organyc\n100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)\n10 Count (Pack of 6)", "asin": "B075QCHR9T", "price": "$34.89", "quantity": ""},
{"title": "Rael\nIncontinence Pads for Women, Organic Cotton Cover - Postpartum Essential, Heavy Absorbency, Bladder Leak Control, 4 Layer Core with Leak Guard Technology, Long Length (Moderate, 30 Count)\n30 Count (Pack of 1)", "asin": "B08CMLZLKD", "price": "$15.99", "quantity": ""},
{"title": "Always\nPocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "quantity": ""}],
"search_results": [{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Overnight Pads with Flexi-Wings, Size 4, Overnight, Unscented, 78 Count Total (3 Packs of 26)", "asin": "B01IZ5EHJG", "price": "$18.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)", "asin": "B01IZ5EYJO", "price": "$21.87", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)", "asin": "B00XQEOTMC", "price": "$32.97", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)", "asin": "B01MU1465C", "price": "$16.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Pads Ultra Thin Size 5-24 Count (3 Pack)", "asin": "B01IAIN0RI", "price": "$29.99", "delivery": " Two-Day FREE delivery Sun, Apr 13 Only 11 left in stock - order soon."},
{"title": "Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Light Absorbency, Chlorine Free, Unscented, Hypoallergenic Panty Liners for Women (40 Count)", "asin": "B08ZJN632Z", "price": "$9.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)", "asin": "B0CGRFD22M", "price": "$23.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Premium 100% Organic Panty Liners - Chemical Free Cotton Ultra Thin Liner for Women | Feminine Sanitary Napkins Unscented Everyday Use Leak Protection (Regular, 36 Count, Wrapped)", "asin": "B09FD1B6JD", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "100% Organic Panty Liners for Women-120ct, Ultra Thin Cotton Cover, Regular Pantiliners, Light Absorbency, Unscented Barely There Pantie Liners (Regular Liner, Size 1, 120ct)", "asin": "B0D73XC13N", "price": "$9.99", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Thin Daily Panty Liners for Women, Light Absorbency, Unscented, 162 Count (Packaging May Vary)", "asin": "B003VD5TMM", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)", "asin": "B00G8DDC44", "price": "$7.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary", "asin": "B0094DJSKM", "price": "$10.47", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin Feminine Pads For Women, Size 5 Extra Heavy Overnight Absorbency, With Wings, Unscented, 24 Count", "asin": "B00I5H5XV6", "price": "$7.09", "delivery": " FREE delivery Tomorrow 5 AM - 7 AM on orders over $50"},
{"title": "100% Organic Pads for Women 54ct, Ultra Thin Unscented Feminine Period-Pads with Wing, Regular Absorbency Sanitary Pad, Organic Cotton Pad Menstrual (Regular, Size 3, 54 Count)", "asin": "B0D73WGRCV", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 12 Count", "asin": "B0DCGQWW7J", "price": "$8.95", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Attn: Grace Moderate Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Moderate Bladder Leaks & Sensitive Skin", "asin": "B0949JRVNQ", "price": "$15.96", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Pads with Wings, Regular Cotton Period Pads for Women and Teen, Sanitary Napkins, Unscented, Eliminates Odor, Daily Feminine Care(Regular, 40 Count)", "asin": "B0CYS3C4P5", "price": "$10.99", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin Long Super Pads with Wings, Unscented, 88 Count", "asin": "B003UZSHPM", "price": "$24.95", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)", "asin": "B006R6U9SY", "price": "$7.68", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)", "asin": "B01IULATV0", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)", "asin": "B0DR35MCS9", "price": "$26.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon."},
{"title": "100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)", "asin": "B075QCHR9T", "price": "$34.89", "delivery": "FREE delivery Wed, Apr 16 for Prime members"},
{"title": "Ultra Thin Overnight Pads with Wings, Unscented, 76 Count", "asin": "B00AXSHCL4", "price": "$23.36", "delivery": "FREE delivery Fri, Apr 18"},
{"title": "Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)", "asin": "B0029NYQME", "price": "$33.00", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon."},
{"title": "Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)", "asin": "B0BPLPWGCL", "price": "$20.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)", "asin": "B07PPCRLHD", "price": "$23.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Always Ultra Thin Size 4 Overnight Pads with Wings Unscented 80 Ct.", "asin": "B08RDPL244", "price": "$26.00", "delivery": "FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16 Only 2 left in stock - order soon."},
{"title": "Ultra Thin Long Super Pads, 20 Count, (Pack of 2)", "asin": "B074JCBQWB", "price": "$16.26", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 2 left in stock - order soon."},
{"title": "Ultra Thin Size 5 Extra Heavy Overnight Pads with Wings Unscented, Size 5, 34 Count", "asin": "B00J23FWN6", "price": "$6.29", "delivery": " FREE 2-hour delivery on orders over $50 Out of Stock"},
{"title": "Ultra Thin Size 3 Extra Long Super Pads with Wings Unscented, 28 Count", "asin": "B01NH7J7QO", "price": "$7.09", "delivery": " FREE delivery Tomorrow 5 AM - 7 AM on orders over $50"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight, with wings, unscented, 38 Count", "asin": "B08HFNQWQP", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count", "asin": "B01KL1DOTG", "price": "$6.29", "delivery": " FREE delivery Tomorrow 5 AM - 7 AM on orders over $50"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)", "asin": "B001DWNTBG", "price": "$6.27", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count", "asin": "B08VCNYXXH"},
{"title": "Ultra Thin Feminine Pads for Women, Size 5, Extra Heavy, Overnight Absorbency with Wings, 46 Count x 2 Packs (92 Count Total)", "asin": "B06XRW75WZ"},
{"title": "ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct", "asin": "B000QV76CI"},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Long Super Absorbency, With Wings, Unscented, 38 Count", "asin": "B01MU2JNYC"},
{"title": "Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count", "asin": "B00MTT1UI6"},
{"title": "Infinity Feminine Pads for Women, Size 5 Extra Heavy Overnight, with Wings, unscented, 30 Count", "asin": "B07QNZDWHN", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads Slender Flexi-Wings 36 Each", "asin": "B0012ROL0K", "price": "$14.99", "delivery": "$4.79 delivery Apr 21 - 22 Or fastest delivery Apr 16 - 21 Only 6 left in stock - order soon."},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count (Pack of 3)", "asin": "B001G7QSGQ"},
{"title": "Radiant Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Flexfoam, With Wings, Light Clean Scent, 30 Count x 3 Packs (90 Count total)", "asin": "B01HODORZ4", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Anti-Bunch Xtra Protection Daily Liners, Regular Length, Unscented, 34 Count x 4 (136 Count Total) (Packaging May Vary)", "asin": "B07QVSNPWR", "price": "$12.44", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon."},
{"title": "Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)", "asin": "B078YF278Y", "price": "$32.94", "delivery": "FREE delivery Apr 19 - 21"},
{"title": "Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct", "asin": "B00J7L59K4", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Size 4 Overnight Pads With Wings Scented, 24 Count", "asin": "B002OTUZ7S", "price": "$18.81", "delivery": " Two-Day FREE delivery Sun, Apr 13 Only 2 left in stock - order soon."},
{"title": "Maxi Overnight Pads with Wings for Women, Size 5, Extra Heavy Overnight Absorbency, Unscented, 36 Count (Packaging May Vary)", "asin": "B01M1BLRC1", "price": "$10.47", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count", "asin": "B01IZ5FMEU", "price": "$12.39", "delivery": "FREE delivery Tue, Apr 15 Only 18 left in stock (more on the way)."},
{"title": "Always Thin Ultra Maxi Pads Quilt Long Super Pads - 40 pads/pack", "asin": "B000GCKB56"},
{"title": "Pure Cotton with Flexfoam Pads, Size 1,Regular Absorbency 28 Count (Pack of 3)", "asin": "B084S1JLX1", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 32 Count", "asin": "B0014CV0JI"},
{"title": "Adult Incontinence Pads for Women, Moderate Absorbency, Long Length, Postpartum Pads, Up to 100% Bladder Leak Protection, 54 Count (Packaging May Vary)", "asin": "B00KXUW2FS", "price": "$14.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary", "asin": "B0001KOCGC", "price": "$9.99", "delivery": "FREE delivery Apr 16 - 17"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T01:07:25.115Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"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\": \"always ultra thin pads\"}],\n\"promotion_items\": [{\"title\": \"Always\\nUltra Thin Regular Pads with Wings 48 Count (Pack of 1)\\n48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.07\", \"quantity\": \"\"},\n{\"title\": \"Always\\nUltra Thin Size 4 Overnight Pads With Wings Scented, 24 Count\", \"asin\": \"B002OTUZ7S\", \"price\": \"$18.81\", \"quantity\": \"\"},\n{\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\\n64 Count (Pack of 1)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"quantity\": \"\"},\n{\"title\": \"Always\\nUltra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\\n10 Count (Pack of 1)\", \"asin\": \"B0001KOCGC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Always\\nRadiant Daily Multistyle Liners Regular Absorbency Unscented, Up to 100% Odor-Free, 108 Count\\n108 Count\", \"asin\": \"B09TWVDL7W\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Always\\nPocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\\n64 Count (Pack of 1)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"quantity\": \"\"},\n{\"title\": \"Always\\nPocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Organyc\\n100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)\\n10 Count (Pack of 6)\", \"asin\": \"B075QCHR9T\", \"price\": \"$34.89\", \"quantity\": \"\"},\n{\"title\": \"Rael\\nIncontinence Pads for Women, Organic Cotton Cover - Postpartum Essential, Heavy Absorbency, Bladder Leak Control, 4 Layer Core with Leak Guard Technology, Long Length (Moderate, 30 Count)\\n30 Count (Pack of 1)\", \"asin\": \"B08CMLZLKD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Always\\nPocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Overnight Pads with Flexi-Wings, Size 4, Overnight, Unscented, 78 Count Total (3 Packs of 26)\", \"asin\": \"B01IZ5EHJG\", \"price\": \"$18.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\", \"asin\": \"B00G8DDCEE\", \"price\": \"$7.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)\", \"asin\": \"B01IZ5EYJO\", \"price\": \"$21.87\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)\", \"asin\": \"B00XQEOTMC\", \"price\": \"$32.97\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)\", \"asin\": \"B01MU1465C\", \"price\": \"$16.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Pads Ultra Thin Size 5-24 Count (3 Pack)\", \"asin\": \"B01IAIN0RI\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13 Only 11 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Light Absorbency, Chlorine Free, Unscented, Hypoallergenic Panty Liners for Women (40 Count)\", \"asin\": \"B08ZJN632Z\", \"price\": \"$9.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Premium 100% Organic Panty Liners - Chemical Free Cotton Ultra Thin Liner for Women | Feminine Sanitary Napkins Unscented Everyday Use Leak Protection (Regular, 36 Count, Wrapped)\", \"asin\": \"B09FD1B6JD\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"100% Organic Panty Liners for Women-120ct, Ultra Thin Cotton Cover, Regular Pantiliners, Light Absorbency, Unscented Barely There Pantie Liners (Regular Liner, Size 1, 120ct)\", \"asin\": \"B0D73XC13N\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Thin Daily Panty Liners for Women, Light Absorbency, Unscented, 162 Count (Packaging May Vary)\", \"asin\": \"B003VD5TMM\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)\", \"asin\": \"B00G8DDC44\", \"price\": \"$7.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary\", \"asin\": \"B0094DJSKM\", \"price\": \"$10.47\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Ultra Thin Feminine Pads For Women, Size 5 Extra Heavy Overnight Absorbency, With Wings, Unscented, 24 Count\", \"asin\": \"B00I5H5XV6\", \"price\": \"$7.09\", \"delivery\": \" FREE delivery Tomorrow 5 AM - 7 AM on orders over $50\"},\n{\"title\": \"100% Organic Pads for Women 54ct, Ultra Thin Unscented Feminine Period-Pads with Wing, Regular Absorbency Sanitary Pad, Organic Cotton Pad Menstrual (Regular, Size 3, 54 Count)\", \"asin\": \"B0D73WGRCV\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 12 Count\", \"asin\": \"B0DCGQWW7J\", \"price\": \"$8.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Attn: Grace Moderate Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Moderate Bladder Leaks & Sensitive Skin\", \"asin\": \"B0949JRVNQ\", \"price\": \"$15.96\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Pads with Wings, Regular Cotton Period Pads for Women and Teen, Sanitary Napkins, Unscented, Eliminates Odor, Daily Feminine Care(Regular, 40 Count)\", \"asin\": \"B0CYS3C4P5\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Ultra Thin Long Super Pads with Wings, Unscented, 88 Count\", \"asin\": \"B003UZSHPM\", \"price\": \"$24.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)\", \"asin\": \"B006R6U9SY\", \"price\": \"$7.68\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)\", \"asin\": \"B01IULATV0\", \"price\": \"$26.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)\", \"asin\": \"B0DR35MCS9\", \"price\": \"$26.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.07\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon.\"},\n{\"title\": \"100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)\", \"asin\": \"B075QCHR9T\", \"price\": \"$34.89\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"Ultra Thin Overnight Pads with Wings, Unscented, 76 Count\", \"asin\": \"B00AXSHCL4\", \"price\": \"$23.36\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n{\"title\": \"Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)\", \"asin\": \"B0029NYQME\", \"price\": \"$33.00\", \"delivery\": \"FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)\", \"asin\": \"B0BPLPWGCL\", \"price\": \"$20.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)\", \"asin\": \"B07PPCRLHD\", \"price\": \"$23.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Always Ultra Thin Size 4 Overnight Pads with Wings Unscented 80 Ct.\", \"asin\": \"B08RDPL244\", \"price\": \"$26.00\", \"delivery\": \"FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16 Only 2 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Long Super Pads, 20 Count, (Pack of 2)\", \"asin\": \"B074JCBQWB\", \"price\": \"$16.26\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 2 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Size 5 Extra Heavy Overnight Pads with Wings Unscented, Size 5, 34 Count\", \"asin\": \"B00J23FWN6\", \"price\": \"$6.29\", \"delivery\": \" FREE 2-hour delivery on orders over $50 Out of Stock\"},\n{\"title\": \"Ultra Thin Size 3 Extra Long Super Pads with Wings Unscented, 28 Count\", \"asin\": \"B01NH7J7QO\", \"price\": \"$7.09\", \"delivery\": \" FREE delivery Tomorrow 5 AM - 7 AM on orders over $50\"},\n{\"title\": \"Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Infinity Feminine Pads for Women, Size 4 Overnight, with wings, unscented, 38 Count\", \"asin\": \"B08HFNQWQP\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count\", \"asin\": \"B01KL1DOTG\", \"price\": \"$6.29\", \"delivery\": \" FREE delivery Tomorrow 5 AM - 7 AM on orders over $50\"},\n{\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)\", \"asin\": \"B001DWNTBG\", \"price\": \"$6.27\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count\", \"asin\": \"B08VCNYXXH\"},\n{\"title\": \"Ultra Thin Feminine Pads for Women, Size 5, Extra Heavy, Overnight Absorbency with Wings, 46 Count x 2 Packs (92 Count Total)\", \"asin\": \"B06XRW75WZ\"},\n{\"title\": \"ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct\", \"asin\": \"B000QV76CI\"},\n{\"title\": \"Ultra Thin Feminine Pads For Women, Size 3 Extra Long Super Absorbency, With Wings, Unscented, 38 Count\", \"asin\": \"B01MU2JNYC\"},\n{\"title\": \"Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count\", \"asin\": \"B00MTT1UI6\"},\n{\"title\": \"Infinity Feminine Pads for Women, Size 5 Extra Heavy Overnight, with Wings, unscented, 30 Count\", \"asin\": \"B07QNZDWHN\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Pads Slender Flexi-Wings 36 Each\", \"asin\": \"B0012ROL0K\", \"price\": \"$14.99\", \"delivery\": \"$4.79 delivery Apr 21 - 22 Or fastest delivery Apr 16 - 21 Only 6 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count (Pack of 3)\", \"asin\": \"B001G7QSGQ\"},\n{\"title\": \"Radiant Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Flexfoam, With Wings, Light Clean Scent, 30 Count x 3 Packs (90 Count total)\", \"asin\": \"B01HODORZ4\", \"price\": \"$26.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Anti-Bunch Xtra Protection Daily Liners, Regular Length, Unscented, 34 Count x 4 (136 Count Total) (Packaging May Vary)\", \"asin\": \"B07QVSNPWR\", \"price\": \"$12.44\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.07\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon.\"},\n{\"title\": \"Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)\", \"asin\": \"B078YF278Y\", \"price\": \"$32.94\", \"delivery\": \"FREE delivery Apr 19 - 21\"},\n{\"title\": \"Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct\", \"asin\": \"B00J7L59K4\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Size 4 Overnight Pads With Wings Scented, 24 Count\", \"asin\": \"B002OTUZ7S\", \"price\": \"$18.81\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13 Only 2 left in stock - order soon.\"},\n{\"title\": \"Maxi Overnight Pads with Wings for Women, Size 5, Extra Heavy Overnight Absorbency, Unscented, 36 Count (Packaging May Vary)\", \"asin\": \"B01M1BLRC1\", \"price\": \"$10.47\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count\", \"asin\": \"B01IZ5FMEU\", \"price\": \"$12.39\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 18 left in stock (more on the way).\"},\n{\"title\": \"Always Thin Ultra Maxi Pads Quilt Long Super Pads - 40 pads/pack\", \"asin\": \"B000GCKB56\"},\n{\"title\": \"Pure Cotton with Flexfoam Pads, Size 1,Regular Absorbency 28 Count (Pack of 3)\", \"asin\": \"B084S1JLX1\", \"price\": \"$26.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 32 Count\", \"asin\": \"B0014CV0JI\"},\n{\"title\": \"Adult Incontinence Pads for Women, Moderate Absorbency, Long Length, Postpartum Pads, Up to 100% Bladder Leak Protection, 54 Count (Packaging May Vary)\", \"asin\": \"B00KXUW2FS\", \"price\": \"$14.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\", \"asin\": \"B0001KOCGC\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 16 - 17\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T01:07:28.744Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "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": "always ultra thin pads"}],
"promotion_items": [{"title": "Always\nUltra Thin Regular Pads with Wings 48 Count (Pack of 1)\n48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "quantity": ""},
{"title": "Always\nUltra Thin Size 4 Overnight Pads With Wings Scented, 24 Count", "asin": "B002OTUZ7S", "price": "$18.81", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\n64 Count (Pack of 1)", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "Always\nUltra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\n10 Count (Pack of 1)", "asin": "B0001KOCGC", "price": "$9.99", "quantity": ""},
{"title": "Always\nRadiant Daily Multistyle Liners Regular Absorbency Unscented, Up to 100% Odor-Free, 108 Count\n108 Count", "asin": "B09TWVDL7W", "price": "$13.99", "quantity": ""},
{"title": "Always\nPocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\n64 Count (Pack of 1)", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "Always\nPocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "quantity": ""},
{"title": "Organyc\n100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)\n10 Count (Pack of 6)", "asin": "B075QCHR9T", "price": "$34.89", "quantity": ""},
{"title": "Rael\nIncontinence Pads for Women, Organic Cotton Cover - Postpartum Essential, Heavy Absorbency, Bladder Leak Control, 4 Layer Core with Leak Guard Technology, Long Length (Moderate, 30 Count)\n30 Count (Pack of 1)", "asin": "B08CMLZLKD", "price": "$15.99", "quantity": ""},
{"title": "Always\nPocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "quantity": ""}],
"search_results": [{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Overnight Pads with Flexi-Wings, Size 4, Overnight, Unscented, 78 Count Total (3 Packs of 26)", "asin": "B01IZ5EHJG", "price": "$18.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)", "asin": "B01IZ5EYJO", "price": "$21.87", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)", "asin": "B00XQEOTMC", "price": "$32.97", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)", "asin": "B01MU1465C", "price": "$16.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Pads Ultra Thin Size 5-24 Count (3 Pack)", "asin": "B01IAIN0RI", "price": "$29.99", "delivery": " Two-Day FREE delivery Sun, Apr 13 Only 11 left in stock - order soon."},
{"title": "Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Light Absorbency, Chlorine Free, Unscented, Hypoallergenic Panty Liners for Women (40 Count)", "asin": "B08ZJN632Z", "price": "$9.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)", "asin": "B0CGRFD22M", "price": "$23.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Premium 100% Organic Panty Liners - Chemical Free Cotton Ultra Thin Liner for Women | Feminine Sanitary Napkins Unscented Everyday Use Leak Protection (Regular, 36 Count, Wrapped)", "asin": "B09FD1B6JD", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "100% Organic Panty Liners for Women-120ct, Ultra Thin Cotton Cover, Regular Pantiliners, Light Absorbency, Unscented Barely There Pantie Liners (Regular Liner, Size 1, 120ct)", "asin": "B0D73XC13N", "price": "$9.99", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Thin Daily Panty Liners for Women, Light Absorbency, Unscented, 162 Count (Packaging May Vary)", "asin": "B003VD5TMM", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)", "asin": "B00G8DDC44", "price": "$7.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary", "asin": "B0094DJSKM", "price": "$10.47", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin Feminine Pads For Women, Size 5 Extra Heavy Overnight Absorbency, With Wings, Unscented, 24 Count", "asin": "B00I5H5XV6", "price": "$7.09", "delivery": " FREE delivery Tomorrow 5 AM - 7 AM on orders over $50"},
{"title": "100% Organic Pads for Women 54ct, Ultra Thin Unscented Feminine Period-Pads with Wing, Regular Absorbency Sanitary Pad, Organic Cotton Pad Menstrual (Regular, Size 3, 54 Count)", "asin": "B0D73WGRCV", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 12 Count", "asin": "B0DCGQWW7J", "price": "$8.95", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Attn: Grace Moderate Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Moderate Bladder Leaks & Sensitive Skin", "asin": "B0949JRVNQ", "price": "$15.96", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Pads with Wings, Regular Cotton Period Pads for Women and Teen, Sanitary Napkins, Unscented, Eliminates Odor, Daily Feminine Care(Regular, 40 Count)", "asin": "B0CYS3C4P5", "price": "$10.99", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin Long Super Pads with Wings, Unscented, 88 Count", "asin": "B003UZSHPM", "price": "$24.95", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)", "asin": "B006R6U9SY", "price": "$7.68", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)", "asin": "B01IULATV0", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)", "asin": "B0DR35MCS9", "price": "$26.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon."},
{"title": "100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)", "asin": "B075QCHR9T", "price": "$34.89", "delivery": "FREE delivery Wed, Apr 16 for Prime members"},
{"title": "Ultra Thin Overnight Pads with Wings, Unscented, 76 Count", "asin": "B00AXSHCL4", "price": "$23.36", "delivery": "FREE delivery Fri, Apr 18"},
{"title": "Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)", "asin": "B0029NYQME", "price": "$33.00", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon."},
{"title": "Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)", "asin": "B0BPLPWGCL", "price": "$20.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)", "asin": "B07PPCRLHD", "price": "$23.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Always Ultra Thin Size 4 Overnight Pads with Wings Unscented 80 Ct.", "asin": "B08RDPL244", "price": "$26.00", "delivery": "FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16 Only 2 left in stock - order soon."},
{"title": "Ultra Thin Long Super Pads, 20 Count, (Pack of 2)", "asin": "B074JCBQWB", "price": "$16.26", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 2 left in stock - order soon."},
{"title": "Ultra Thin Size 5 Extra Heavy Overnight Pads with Wings Unscented, Size 5, 34 Count", "asin": "B00J23FWN6", "price": "$6.29", "delivery": " FREE 2-hour delivery on orders over $50 Out of Stock"},
{"title": "Ultra Thin Size 3 Extra Long Super Pads with Wings Unscented, 28 Count", "asin": "B01NH7J7QO", "price": "$7.09", "delivery": " FREE delivery Tomorrow 5 AM - 7 AM on orders over $50"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight, with wings, unscented, 38 Count", "asin": "B08HFNQWQP", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count", "asin": "B01KL1DOTG", "price": "$6.29", "delivery": " FREE delivery Tomorrow 5 AM - 7 AM on orders over $50"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)", "asin": "B001DWNTBG", "price": "$6.27", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count", "asin": "B08VCNYXXH"},
{"title": "Ultra Thin Feminine Pads for Women, Size 5, Extra Heavy, Overnight Absorbency with Wings, 46 Count x 2 Packs (92 Count Total)", "asin": "B06XRW75WZ"},
{"title": "ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct", "asin": "B000QV76CI"},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Long Super Absorbency, With Wings, Unscented, 38 Count", "asin": "B01MU2JNYC"},
{"title": "Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count", "asin": "B00MTT1UI6"},
{"title": "Infinity Feminine Pads for Women, Size 5 Extra Heavy Overnight, with Wings, unscented, 30 Count", "asin": "B07QNZDWHN", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads Slender Flexi-Wings 36 Each", "asin": "B0012ROL0K", "price": "$14.99", "delivery": "$4.79 delivery Apr 21 - 22 Or fastest delivery Apr 16 - 21 Only 6 left in stock - order soon."},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count (Pack of 3)", "asin": "B001G7QSGQ"},
{"title": "Radiant Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Flexfoam, With Wings, Light Clean Scent, 30 Count x 3 Packs (90 Count total)", "asin": "B01HODORZ4", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Anti-Bunch Xtra Protection Daily Liners, Regular Length, Unscented, 34 Count x 4 (136 Count Total) (Packaging May Vary)", "asin": "B07QVSNPWR", "price": "$12.44", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon."},
{"title": "Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)", "asin": "B078YF278Y", "price": "$32.94", "delivery": "FREE delivery Apr 19 - 21"},
{"title": "Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct", "asin": "B00J7L59K4", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Size 4 Overnight Pads With Wings Scented, 24 Count", "asin": "B002OTUZ7S", "price": "$18.81", "delivery": " Two-Day FREE delivery Sun, Apr 13 Only 2 left in stock - order soon."},
{"title": "Maxi Overnight Pads with Wings for Women, Size 5, Extra Heavy Overnight Absorbency, Unscented, 36 Count (Packaging May Vary)", "asin": "B01M1BLRC1", "price": "$10.47", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count", "asin": "B01IZ5FMEU", "price": "$12.39", "delivery": "FREE delivery Tue, Apr 15 Only 18 left in stock (more on the way)."},
{"title": "Always Thin Ultra Maxi Pads Quilt Long Super Pads - 40 pads/pack", "asin": "B000GCKB56"},
{"title": "Pure Cotton with Flexfoam Pads, Size 1,Regular Absorbency 28 Count (Pack of 3)", "asin": "B084S1JLX1", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 32 Count", "asin": "B0014CV0JI"},
{"title": "Adult Incontinence Pads for Women, Moderate Absorbency, Long Length, Postpartum Pads, Up to 100% Bladder Leak Protection, 54 Count (Packaging May Vary)", "asin": "B00KXUW2FS", "price": "$14.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary", "asin": "B0001KOCGC", "price": "$9.99", "delivery": "FREE delivery Apr 16 - 17"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T01:07:28.744Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-12T01:07:28.744Z
|
input
|
sticky notes
|
rule
|
2025-04-12T01:07:28.744Z
|
input
|
sticky notes
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train
| 631 |
2025-04-12T01:07:28.744Z
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input
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sticky notes
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<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "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": "always ultra thin pads"}],
"promotion_items": [{"title": "Always\nUltra Thin Regular Pads with Wings 48 Count (Pack of 1)\n48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "quantity": ""},
{"title": "Always\nUltra Thin Size 4 Overnight Pads With Wings Scented, 24 Count", "asin": "B002OTUZ7S", "price": "$18.81", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\n64 Count (Pack of 1)", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "Always\nUltra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\n10 Count (Pack of 1)", "asin": "B0001KOCGC", "price": "$9.99", "quantity": ""},
{"title": "Always\nRadiant Daily Multistyle Liners Regular Absorbency Unscented, Up to 100% Odor-Free, 108 Count\n108 Count", "asin": "B09TWVDL7W", "price": "$13.99", "quantity": ""},
{"title": "Always\nPocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\n64 Count (Pack of 1)", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "Always\nPocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "quantity": ""},
{"title": "Organyc\n100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)\n10 Count (Pack of 6)", "asin": "B075QCHR9T", "price": "$34.89", "quantity": ""},
{"title": "Rael\nIncontinence Pads for Women, Organic Cotton Cover - Postpartum Essential, Heavy Absorbency, Bladder Leak Control, 4 Layer Core with Leak Guard Technology, Long Length (Moderate, 30 Count)\n30 Count (Pack of 1)", "asin": "B08CMLZLKD", "price": "$15.99", "quantity": ""},
{"title": "Always\nPocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "quantity": ""}],
"search_results": [{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Overnight Pads with Flexi-Wings, Size 4, Overnight, Unscented, 78 Count Total (3 Packs of 26)", "asin": "B01IZ5EHJG", "price": "$18.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)", "asin": "B01IZ5EYJO", "price": "$21.87", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)", "asin": "B00XQEOTMC", "price": "$32.97", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)", "asin": "B01MU1465C", "price": "$16.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Pads Ultra Thin Size 5-24 Count (3 Pack)", "asin": "B01IAIN0RI", "price": "$29.99", "delivery": " Two-Day FREE delivery Sun, Apr 13 Only 11 left in stock - order soon."},
{"title": "Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Light Absorbency, Chlorine Free, Unscented, Hypoallergenic Panty Liners for Women (40 Count)", "asin": "B08ZJN632Z", "price": "$9.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)", "asin": "B0CGRFD22M", "price": "$23.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Premium 100% Organic Panty Liners - Chemical Free Cotton Ultra Thin Liner for Women | Feminine Sanitary Napkins Unscented Everyday Use Leak Protection (Regular, 36 Count, Wrapped)", "asin": "B09FD1B6JD", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "100% Organic Panty Liners for Women-120ct, Ultra Thin Cotton Cover, Regular Pantiliners, Light Absorbency, Unscented Barely There Pantie Liners (Regular Liner, Size 1, 120ct)", "asin": "B0D73XC13N", "price": "$9.99", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Thin Daily Panty Liners for Women, Light Absorbency, Unscented, 162 Count (Packaging May Vary)", "asin": "B003VD5TMM", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)", "asin": "B00G8DDC44", "price": "$7.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary", "asin": "B0094DJSKM", "price": "$10.47", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin Feminine Pads For Women, Size 5 Extra Heavy Overnight Absorbency, With Wings, Unscented, 24 Count", "asin": "B00I5H5XV6", "price": "$7.09", "delivery": " FREE delivery Tomorrow 5 AM - 7 AM on orders over $50"},
{"title": "100% Organic Pads for Women 54ct, Ultra Thin Unscented Feminine Period-Pads with Wing, Regular Absorbency Sanitary Pad, Organic Cotton Pad Menstrual (Regular, Size 3, 54 Count)", "asin": "B0D73WGRCV", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 12 Count", "asin": "B0DCGQWW7J", "price": "$8.95", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Attn: Grace Moderate Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Moderate Bladder Leaks & Sensitive Skin", "asin": "B0949JRVNQ", "price": "$15.96", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Pads with Wings, Regular Cotton Period Pads for Women and Teen, Sanitary Napkins, Unscented, Eliminates Odor, Daily Feminine Care(Regular, 40 Count)", "asin": "B0CYS3C4P5", "price": "$10.99", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin Long Super Pads with Wings, Unscented, 88 Count", "asin": "B003UZSHPM", "price": "$24.95", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)", "asin": "B006R6U9SY", "price": "$7.68", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)", "asin": "B01IULATV0", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)", "asin": "B0DR35MCS9", "price": "$26.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon."},
{"title": "100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)", "asin": "B075QCHR9T", "price": "$34.89", "delivery": "FREE delivery Wed, Apr 16 for Prime members"},
{"title": "Ultra Thin Overnight Pads with Wings, Unscented, 76 Count", "asin": "B00AXSHCL4", "price": "$23.36", "delivery": "FREE delivery Fri, Apr 18"},
{"title": "Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)", "asin": "B0029NYQME", "price": "$33.00", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon."},
{"title": "Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)", "asin": "B0BPLPWGCL", "price": "$20.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)", "asin": "B07PPCRLHD", "price": "$23.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Always Ultra Thin Size 4 Overnight Pads with Wings Unscented 80 Ct.", "asin": "B08RDPL244", "price": "$26.00", "delivery": "FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16 Only 2 left in stock - order soon."},
{"title": "Ultra Thin Long Super Pads, 20 Count, (Pack of 2)", "asin": "B074JCBQWB", "price": "$16.26", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 2 left in stock - order soon."},
{"title": "Ultra Thin Size 5 Extra Heavy Overnight Pads with Wings Unscented, Size 5, 34 Count", "asin": "B00J23FWN6", "price": "$6.29", "delivery": " FREE 2-hour delivery on orders over $50 Out of Stock"},
{"title": "Ultra Thin Size 3 Extra Long Super Pads with Wings Unscented, 28 Count", "asin": "B01NH7J7QO", "price": "$7.09", "delivery": " FREE delivery Tomorrow 5 AM - 7 AM on orders over $50"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight, with wings, unscented, 38 Count", "asin": "B08HFNQWQP", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count", "asin": "B01KL1DOTG", "price": "$6.29", "delivery": " FREE delivery Tomorrow 5 AM - 7 AM on orders over $50"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)", "asin": "B001DWNTBG", "price": "$6.27", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count", "asin": "B08VCNYXXH"},
{"title": "Ultra Thin Feminine Pads for Women, Size 5, Extra Heavy, Overnight Absorbency with Wings, 46 Count x 2 Packs (92 Count Total)", "asin": "B06XRW75WZ"},
{"title": "ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct", "asin": "B000QV76CI"},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Long Super Absorbency, With Wings, Unscented, 38 Count", "asin": "B01MU2JNYC"},
{"title": "Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count", "asin": "B00MTT1UI6"},
{"title": "Infinity Feminine Pads for Women, Size 5 Extra Heavy Overnight, with Wings, unscented, 30 Count", "asin": "B07QNZDWHN", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads Slender Flexi-Wings 36 Each", "asin": "B0012ROL0K", "price": "$14.99", "delivery": "$4.79 delivery Apr 21 - 22 Or fastest delivery Apr 16 - 21 Only 6 left in stock - order soon."},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count (Pack of 3)", "asin": "B001G7QSGQ"},
{"title": "Radiant Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Flexfoam, With Wings, Light Clean Scent, 30 Count x 3 Packs (90 Count total)", "asin": "B01HODORZ4", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Anti-Bunch Xtra Protection Daily Liners, Regular Length, Unscented, 34 Count x 4 (136 Count Total) (Packaging May Vary)", "asin": "B07QVSNPWR", "price": "$12.44", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon."},
{"title": "Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)", "asin": "B078YF278Y", "price": "$32.94", "delivery": "FREE delivery Apr 19 - 21"},
{"title": "Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct", "asin": "B00J7L59K4", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Size 4 Overnight Pads With Wings Scented, 24 Count", "asin": "B002OTUZ7S", "price": "$18.81", "delivery": " Two-Day FREE delivery Sun, Apr 13 Only 2 left in stock - order soon."},
{"title": "Maxi Overnight Pads with Wings for Women, Size 5, Extra Heavy Overnight Absorbency, Unscented, 36 Count (Packaging May Vary)", "asin": "B01M1BLRC1", "price": "$10.47", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count", "asin": "B01IZ5FMEU", "price": "$12.39", "delivery": "FREE delivery Tue, Apr 15 Only 18 left in stock (more on the way)."},
{"title": "Always Thin Ultra Maxi Pads Quilt Long Super Pads - 40 pads/pack", "asin": "B000GCKB56"},
{"title": "Pure Cotton with Flexfoam Pads, Size 1,Regular Absorbency 28 Count (Pack of 3)", "asin": "B084S1JLX1", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 32 Count", "asin": "B0014CV0JI"},
{"title": "Adult Incontinence Pads for Women, Moderate Absorbency, Long Length, Postpartum Pads, Up to 100% Bladder Leak Protection, 54 Count (Packaging May Vary)", "asin": "B00KXUW2FS", "price": "$14.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary", "asin": "B0001KOCGC", "price": "$9.99", "delivery": "FREE delivery Apr 16 - 17"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T01:07:28.744Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sticky notes\"}],\n\"promotion_items\": [{\"title\": \"Always\\nUltra Thin Regular Pads with Wings 48 Count (Pack of 1)\\n48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.07\", \"quantity\": \"\"},\n{\"title\": \"Always\\nUltra Thin Size 4 Overnight Pads With Wings Scented, 24 Count\", \"asin\": \"B002OTUZ7S\", \"price\": \"$18.81\", \"quantity\": \"\"},\n{\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\\n64 Count (Pack of 1)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"quantity\": \"\"},\n{\"title\": \"Always\\nUltra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\\n10 Count (Pack of 1)\", \"asin\": \"B0001KOCGC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Always\\nRadiant Daily Multistyle Liners Regular Absorbency Unscented, Up to 100% Odor-Free, 108 Count\\n108 Count\", \"asin\": \"B09TWVDL7W\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Always\\nPocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\\n64 Count (Pack of 1)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"quantity\": \"\"},\n{\"title\": \"Always\\nPocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Organyc\\n100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)\\n10 Count (Pack of 6)\", \"asin\": \"B075QCHR9T\", \"price\": \"$34.89\", \"quantity\": \"\"},\n{\"title\": \"Rael\\nIncontinence Pads for Women, Organic Cotton Cover - Postpartum Essential, Heavy Absorbency, Bladder Leak Control, 4 Layer Core with Leak Guard Technology, Long Length (Moderate, 30 Count)\\n30 Count (Pack of 1)\", \"asin\": \"B08CMLZLKD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Always\\nPocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Overnight Pads with Flexi-Wings, Size 4, Overnight, Unscented, 78 Count Total (3 Packs of 26)\", \"asin\": \"B01IZ5EHJG\", \"price\": \"$18.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\", \"asin\": \"B00G8DDCEE\", \"price\": \"$7.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)\", \"asin\": \"B01IZ5EYJO\", \"price\": \"$21.87\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)\", \"asin\": \"B00XQEOTMC\", \"price\": \"$32.97\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)\", \"asin\": \"B01MU1465C\", \"price\": \"$16.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Pads Ultra Thin Size 5-24 Count (3 Pack)\", \"asin\": \"B01IAIN0RI\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13 Only 11 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Light Absorbency, Chlorine Free, Unscented, Hypoallergenic Panty Liners for Women (40 Count)\", \"asin\": \"B08ZJN632Z\", \"price\": \"$9.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Premium 100% Organic Panty Liners - Chemical Free Cotton Ultra Thin Liner for Women | Feminine Sanitary Napkins Unscented Everyday Use Leak Protection (Regular, 36 Count, Wrapped)\", \"asin\": \"B09FD1B6JD\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"100% Organic Panty Liners for Women-120ct, Ultra Thin Cotton Cover, Regular Pantiliners, Light Absorbency, Unscented Barely There Pantie Liners (Regular Liner, Size 1, 120ct)\", \"asin\": \"B0D73XC13N\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Thin Daily Panty Liners for Women, Light Absorbency, Unscented, 162 Count (Packaging May Vary)\", \"asin\": \"B003VD5TMM\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)\", \"asin\": \"B00G8DDC44\", \"price\": \"$7.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary\", \"asin\": \"B0094DJSKM\", \"price\": \"$10.47\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Ultra Thin Feminine Pads For Women, Size 5 Extra Heavy Overnight Absorbency, With Wings, Unscented, 24 Count\", \"asin\": \"B00I5H5XV6\", \"price\": \"$7.09\", \"delivery\": \" FREE delivery Tomorrow 5 AM - 7 AM on orders over $50\"},\n{\"title\": \"100% Organic Pads for Women 54ct, Ultra Thin Unscented Feminine Period-Pads with Wing, Regular Absorbency Sanitary Pad, Organic Cotton Pad Menstrual (Regular, Size 3, 54 Count)\", \"asin\": \"B0D73WGRCV\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 12 Count\", \"asin\": \"B0DCGQWW7J\", \"price\": \"$8.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Attn: Grace Moderate Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Moderate Bladder Leaks & Sensitive Skin\", \"asin\": \"B0949JRVNQ\", \"price\": \"$15.96\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Pads with Wings, Regular Cotton Period Pads for Women and Teen, Sanitary Napkins, Unscented, Eliminates Odor, Daily Feminine Care(Regular, 40 Count)\", \"asin\": \"B0CYS3C4P5\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Ultra Thin Long Super Pads with Wings, Unscented, 88 Count\", \"asin\": \"B003UZSHPM\", \"price\": \"$24.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)\", \"asin\": \"B006R6U9SY\", \"price\": \"$7.68\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)\", \"asin\": \"B01IULATV0\", \"price\": \"$26.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)\", \"asin\": \"B0DR35MCS9\", \"price\": \"$26.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.07\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon.\"},\n{\"title\": \"100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)\", \"asin\": \"B075QCHR9T\", \"price\": \"$34.89\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"Ultra Thin Overnight Pads with Wings, Unscented, 76 Count\", \"asin\": \"B00AXSHCL4\", \"price\": \"$23.36\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n{\"title\": \"Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)\", \"asin\": \"B0029NYQME\", \"price\": \"$33.00\", \"delivery\": \"FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)\", \"asin\": \"B0BPLPWGCL\", \"price\": \"$20.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)\", \"asin\": \"B07PPCRLHD\", \"price\": \"$23.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Always Ultra Thin Size 4 Overnight Pads with Wings Unscented 80 Ct.\", \"asin\": \"B08RDPL244\", \"price\": \"$26.00\", \"delivery\": \"FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16 Only 2 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Long Super Pads, 20 Count, (Pack of 2)\", \"asin\": \"B074JCBQWB\", \"price\": \"$16.26\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 2 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Size 5 Extra Heavy Overnight Pads with Wings Unscented, Size 5, 34 Count\", \"asin\": \"B00J23FWN6\", \"price\": \"$6.29\", \"delivery\": \" FREE 2-hour delivery on orders over $50 Out of Stock\"},\n{\"title\": \"Ultra Thin Size 3 Extra Long Super Pads with Wings Unscented, 28 Count\", \"asin\": \"B01NH7J7QO\", \"price\": \"$7.09\", \"delivery\": \" FREE delivery Tomorrow 5 AM - 7 AM on orders over $50\"},\n{\"title\": \"Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Infinity Feminine Pads for Women, Size 4 Overnight, with wings, unscented, 38 Count\", \"asin\": \"B08HFNQWQP\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count\", \"asin\": \"B01KL1DOTG\", \"price\": \"$6.29\", \"delivery\": \" FREE delivery Tomorrow 5 AM - 7 AM on orders over $50\"},\n{\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)\", \"asin\": \"B001DWNTBG\", \"price\": \"$6.27\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count\", \"asin\": \"B08VCNYXXH\"},\n{\"title\": \"Ultra Thin Feminine Pads for Women, Size 5, Extra Heavy, Overnight Absorbency with Wings, 46 Count x 2 Packs (92 Count Total)\", \"asin\": \"B06XRW75WZ\"},\n{\"title\": \"ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct\", \"asin\": \"B000QV76CI\"},\n{\"title\": \"Ultra Thin Feminine Pads For Women, Size 3 Extra Long Super Absorbency, With Wings, Unscented, 38 Count\", \"asin\": \"B01MU2JNYC\"},\n{\"title\": \"Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count\", \"asin\": \"B00MTT1UI6\"},\n{\"title\": \"Infinity Feminine Pads for Women, Size 5 Extra Heavy Overnight, with Wings, unscented, 30 Count\", \"asin\": \"B07QNZDWHN\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Pads Slender Flexi-Wings 36 Each\", \"asin\": \"B0012ROL0K\", \"price\": \"$14.99\", \"delivery\": \"$4.79 delivery Apr 21 - 22 Or fastest delivery Apr 16 - 21 Only 6 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count (Pack of 3)\", \"asin\": \"B001G7QSGQ\"},\n{\"title\": \"Radiant Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Flexfoam, With Wings, Light Clean Scent, 30 Count x 3 Packs (90 Count total)\", \"asin\": \"B01HODORZ4\", \"price\": \"$26.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Anti-Bunch Xtra Protection Daily Liners, Regular Length, Unscented, 34 Count x 4 (136 Count Total) (Packaging May Vary)\", \"asin\": \"B07QVSNPWR\", \"price\": \"$12.44\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.07\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon.\"},\n{\"title\": \"Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)\", \"asin\": \"B078YF278Y\", \"price\": \"$32.94\", \"delivery\": \"FREE delivery Apr 19 - 21\"},\n{\"title\": \"Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct\", \"asin\": \"B00J7L59K4\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Size 4 Overnight Pads With Wings Scented, 24 Count\", \"asin\": \"B002OTUZ7S\", \"price\": \"$18.81\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13 Only 2 left in stock - order soon.\"},\n{\"title\": \"Maxi Overnight Pads with Wings for Women, Size 5, Extra Heavy Overnight Absorbency, Unscented, 36 Count (Packaging May Vary)\", \"asin\": \"B01M1BLRC1\", \"price\": \"$10.47\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count\", \"asin\": \"B01IZ5FMEU\", \"price\": \"$12.39\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 18 left in stock (more on the way).\"},\n{\"title\": \"Always Thin Ultra Maxi Pads Quilt Long Super Pads - 40 pads/pack\", \"asin\": \"B000GCKB56\"},\n{\"title\": \"Pure Cotton with Flexfoam Pads, Size 1,Regular Absorbency 28 Count (Pack of 3)\", \"asin\": \"B084S1JLX1\", \"price\": \"$26.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 32 Count\", \"asin\": \"B0014CV0JI\"},\n{\"title\": \"Adult Incontinence Pads for Women, Moderate Absorbency, Long Length, Postpartum Pads, Up to 100% Bladder Leak Protection, 54 Count (Packaging May Vary)\", \"asin\": \"B00KXUW2FS\", \"price\": \"$14.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\", \"asin\": \"B0001KOCGC\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 16 - 17\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T01:07:29.951Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "sticky notes"}],
"promotion_items": [{"title": "Always\nUltra Thin Regular Pads with Wings 48 Count (Pack of 1)\n48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "quantity": ""},
{"title": "Always\nUltra Thin Size 4 Overnight Pads With Wings Scented, 24 Count", "asin": "B002OTUZ7S", "price": "$18.81", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\n64 Count (Pack of 1)", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "Always\nUltra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\n10 Count (Pack of 1)", "asin": "B0001KOCGC", "price": "$9.99", "quantity": ""},
{"title": "Always\nRadiant Daily Multistyle Liners Regular Absorbency Unscented, Up to 100% Odor-Free, 108 Count\n108 Count", "asin": "B09TWVDL7W", "price": "$13.99", "quantity": ""},
{"title": "Always\nPocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\n64 Count (Pack of 1)", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "Always\nPocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "quantity": ""},
{"title": "Organyc\n100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)\n10 Count (Pack of 6)", "asin": "B075QCHR9T", "price": "$34.89", "quantity": ""},
{"title": "Rael\nIncontinence Pads for Women, Organic Cotton Cover - Postpartum Essential, Heavy Absorbency, Bladder Leak Control, 4 Layer Core with Leak Guard Technology, Long Length (Moderate, 30 Count)\n30 Count (Pack of 1)", "asin": "B08CMLZLKD", "price": "$15.99", "quantity": ""},
{"title": "Always\nPocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "quantity": ""}],
"search_results": [{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Overnight Pads with Flexi-Wings, Size 4, Overnight, Unscented, 78 Count Total (3 Packs of 26)", "asin": "B01IZ5EHJG", "price": "$18.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)", "asin": "B01IZ5EYJO", "price": "$21.87", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)", "asin": "B00XQEOTMC", "price": "$32.97", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)", "asin": "B01MU1465C", "price": "$16.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Pads Ultra Thin Size 5-24 Count (3 Pack)", "asin": "B01IAIN0RI", "price": "$29.99", "delivery": " Two-Day FREE delivery Sun, Apr 13 Only 11 left in stock - order soon."},
{"title": "Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Light Absorbency, Chlorine Free, Unscented, Hypoallergenic Panty Liners for Women (40 Count)", "asin": "B08ZJN632Z", "price": "$9.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)", "asin": "B0CGRFD22M", "price": "$23.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Premium 100% Organic Panty Liners - Chemical Free Cotton Ultra Thin Liner for Women | Feminine Sanitary Napkins Unscented Everyday Use Leak Protection (Regular, 36 Count, Wrapped)", "asin": "B09FD1B6JD", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "100% Organic Panty Liners for Women-120ct, Ultra Thin Cotton Cover, Regular Pantiliners, Light Absorbency, Unscented Barely There Pantie Liners (Regular Liner, Size 1, 120ct)", "asin": "B0D73XC13N", "price": "$9.99", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Thin Daily Panty Liners for Women, Light Absorbency, Unscented, 162 Count (Packaging May Vary)", "asin": "B003VD5TMM", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)", "asin": "B00G8DDC44", "price": "$7.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary", "asin": "B0094DJSKM", "price": "$10.47", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin Feminine Pads For Women, Size 5 Extra Heavy Overnight Absorbency, With Wings, Unscented, 24 Count", "asin": "B00I5H5XV6", "price": "$7.09", "delivery": " FREE delivery Tomorrow 5 AM - 7 AM on orders over $50"},
{"title": "100% Organic Pads for Women 54ct, Ultra Thin Unscented Feminine Period-Pads with Wing, Regular Absorbency Sanitary Pad, Organic Cotton Pad Menstrual (Regular, Size 3, 54 Count)", "asin": "B0D73WGRCV", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 12 Count", "asin": "B0DCGQWW7J", "price": "$8.95", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Attn: Grace Moderate Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Moderate Bladder Leaks & Sensitive Skin", "asin": "B0949JRVNQ", "price": "$15.96", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Pads with Wings, Regular Cotton Period Pads for Women and Teen, Sanitary Napkins, Unscented, Eliminates Odor, Daily Feminine Care(Regular, 40 Count)", "asin": "B0CYS3C4P5", "price": "$10.99", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin Long Super Pads with Wings, Unscented, 88 Count", "asin": "B003UZSHPM", "price": "$24.95", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)", "asin": "B006R6U9SY", "price": "$7.68", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)", "asin": "B01IULATV0", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)", "asin": "B0DR35MCS9", "price": "$26.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon."},
{"title": "100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)", "asin": "B075QCHR9T", "price": "$34.89", "delivery": "FREE delivery Wed, Apr 16 for Prime members"},
{"title": "Ultra Thin Overnight Pads with Wings, Unscented, 76 Count", "asin": "B00AXSHCL4", "price": "$23.36", "delivery": "FREE delivery Fri, Apr 18"},
{"title": "Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)", "asin": "B0029NYQME", "price": "$33.00", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon."},
{"title": "Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)", "asin": "B0BPLPWGCL", "price": "$20.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)", "asin": "B07PPCRLHD", "price": "$23.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Always Ultra Thin Size 4 Overnight Pads with Wings Unscented 80 Ct.", "asin": "B08RDPL244", "price": "$26.00", "delivery": "FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16 Only 2 left in stock - order soon."},
{"title": "Ultra Thin Long Super Pads, 20 Count, (Pack of 2)", "asin": "B074JCBQWB", "price": "$16.26", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 2 left in stock - order soon."},
{"title": "Ultra Thin Size 5 Extra Heavy Overnight Pads with Wings Unscented, Size 5, 34 Count", "asin": "B00J23FWN6", "price": "$6.29", "delivery": " FREE 2-hour delivery on orders over $50 Out of Stock"},
{"title": "Ultra Thin Size 3 Extra Long Super Pads with Wings Unscented, 28 Count", "asin": "B01NH7J7QO", "price": "$7.09", "delivery": " FREE delivery Tomorrow 5 AM - 7 AM on orders over $50"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight, with wings, unscented, 38 Count", "asin": "B08HFNQWQP", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count", "asin": "B01KL1DOTG", "price": "$6.29", "delivery": " FREE delivery Tomorrow 5 AM - 7 AM on orders over $50"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)", "asin": "B001DWNTBG", "price": "$6.27", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count", "asin": "B08VCNYXXH"},
{"title": "Ultra Thin Feminine Pads for Women, Size 5, Extra Heavy, Overnight Absorbency with Wings, 46 Count x 2 Packs (92 Count Total)", "asin": "B06XRW75WZ"},
{"title": "ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct", "asin": "B000QV76CI"},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Long Super Absorbency, With Wings, Unscented, 38 Count", "asin": "B01MU2JNYC"},
{"title": "Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count", "asin": "B00MTT1UI6"},
{"title": "Infinity Feminine Pads for Women, Size 5 Extra Heavy Overnight, with Wings, unscented, 30 Count", "asin": "B07QNZDWHN", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads Slender Flexi-Wings 36 Each", "asin": "B0012ROL0K", "price": "$14.99", "delivery": "$4.79 delivery Apr 21 - 22 Or fastest delivery Apr 16 - 21 Only 6 left in stock - order soon."},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count (Pack of 3)", "asin": "B001G7QSGQ"},
{"title": "Radiant Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Flexfoam, With Wings, Light Clean Scent, 30 Count x 3 Packs (90 Count total)", "asin": "B01HODORZ4", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Anti-Bunch Xtra Protection Daily Liners, Regular Length, Unscented, 34 Count x 4 (136 Count Total) (Packaging May Vary)", "asin": "B07QVSNPWR", "price": "$12.44", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon."},
{"title": "Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)", "asin": "B078YF278Y", "price": "$32.94", "delivery": "FREE delivery Apr 19 - 21"},
{"title": "Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct", "asin": "B00J7L59K4", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Size 4 Overnight Pads With Wings Scented, 24 Count", "asin": "B002OTUZ7S", "price": "$18.81", "delivery": " Two-Day FREE delivery Sun, Apr 13 Only 2 left in stock - order soon."},
{"title": "Maxi Overnight Pads with Wings for Women, Size 5, Extra Heavy Overnight Absorbency, Unscented, 36 Count (Packaging May Vary)", "asin": "B01M1BLRC1", "price": "$10.47", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count", "asin": "B01IZ5FMEU", "price": "$12.39", "delivery": "FREE delivery Tue, Apr 15 Only 18 left in stock (more on the way)."},
{"title": "Always Thin Ultra Maxi Pads Quilt Long Super Pads - 40 pads/pack", "asin": "B000GCKB56"},
{"title": "Pure Cotton with Flexfoam Pads, Size 1,Regular Absorbency 28 Count (Pack of 3)", "asin": "B084S1JLX1", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 32 Count", "asin": "B0014CV0JI"},
{"title": "Adult Incontinence Pads for Women, Moderate Absorbency, Long Length, Postpartum Pads, Up to 100% Bladder Leak Protection, 54 Count (Packaging May Vary)", "asin": "B00KXUW2FS", "price": "$14.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary", "asin": "B0001KOCGC", "price": "$9.99", "delivery": "FREE delivery Apr 16 - 17"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T01:07:29.951Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-12T01:07:29.951Z
|
click
|
search
|
rule
|
2025-04-12T01:07:29.951Z
|
click
|
search
|
train
| 632 |
2025-04-12T01:07:29.951Z
|
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": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "sticky notes"}],
"promotion_items": [{"title": "Always\nUltra Thin Regular Pads with Wings 48 Count (Pack of 1)\n48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "quantity": ""},
{"title": "Always\nUltra Thin Size 4 Overnight Pads With Wings Scented, 24 Count", "asin": "B002OTUZ7S", "price": "$18.81", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\n64 Count (Pack of 1)", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "Always\nUltra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\n10 Count (Pack of 1)", "asin": "B0001KOCGC", "price": "$9.99", "quantity": ""},
{"title": "Always\nRadiant Daily Multistyle Liners Regular Absorbency Unscented, Up to 100% Odor-Free, 108 Count\n108 Count", "asin": "B09TWVDL7W", "price": "$13.99", "quantity": ""},
{"title": "Always\nPocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\n64 Count (Pack of 1)", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "Always\nPocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "quantity": ""},
{"title": "Organyc\n100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)\n10 Count (Pack of 6)", "asin": "B075QCHR9T", "price": "$34.89", "quantity": ""},
{"title": "Rael\nIncontinence Pads for Women, Organic Cotton Cover - Postpartum Essential, Heavy Absorbency, Bladder Leak Control, 4 Layer Core with Leak Guard Technology, Long Length (Moderate, 30 Count)\n30 Count (Pack of 1)", "asin": "B08CMLZLKD", "price": "$15.99", "quantity": ""},
{"title": "Always\nPocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "quantity": ""}],
"search_results": [{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Overnight Pads with Flexi-Wings, Size 4, Overnight, Unscented, 78 Count Total (3 Packs of 26)", "asin": "B01IZ5EHJG", "price": "$18.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)", "asin": "B01IZ5EYJO", "price": "$21.87", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)", "asin": "B00XQEOTMC", "price": "$32.97", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)", "asin": "B01MU1465C", "price": "$16.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Pads Ultra Thin Size 5-24 Count (3 Pack)", "asin": "B01IAIN0RI", "price": "$29.99", "delivery": " Two-Day FREE delivery Sun, Apr 13 Only 11 left in stock - order soon."},
{"title": "Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Light Absorbency, Chlorine Free, Unscented, Hypoallergenic Panty Liners for Women (40 Count)", "asin": "B08ZJN632Z", "price": "$9.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)", "asin": "B0CGRFD22M", "price": "$23.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Premium 100% Organic Panty Liners - Chemical Free Cotton Ultra Thin Liner for Women | Feminine Sanitary Napkins Unscented Everyday Use Leak Protection (Regular, 36 Count, Wrapped)", "asin": "B09FD1B6JD", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "100% Organic Panty Liners for Women-120ct, Ultra Thin Cotton Cover, Regular Pantiliners, Light Absorbency, Unscented Barely There Pantie Liners (Regular Liner, Size 1, 120ct)", "asin": "B0D73XC13N", "price": "$9.99", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Thin Daily Panty Liners for Women, Light Absorbency, Unscented, 162 Count (Packaging May Vary)", "asin": "B003VD5TMM", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)", "asin": "B00G8DDC44", "price": "$7.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary", "asin": "B0094DJSKM", "price": "$10.47", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin Feminine Pads For Women, Size 5 Extra Heavy Overnight Absorbency, With Wings, Unscented, 24 Count", "asin": "B00I5H5XV6", "price": "$7.09", "delivery": " FREE delivery Tomorrow 5 AM - 7 AM on orders over $50"},
{"title": "100% Organic Pads for Women 54ct, Ultra Thin Unscented Feminine Period-Pads with Wing, Regular Absorbency Sanitary Pad, Organic Cotton Pad Menstrual (Regular, Size 3, 54 Count)", "asin": "B0D73WGRCV", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 12 Count", "asin": "B0DCGQWW7J", "price": "$8.95", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Attn: Grace Moderate Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Moderate Bladder Leaks & Sensitive Skin", "asin": "B0949JRVNQ", "price": "$15.96", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Pads with Wings, Regular Cotton Period Pads for Women and Teen, Sanitary Napkins, Unscented, Eliminates Odor, Daily Feminine Care(Regular, 40 Count)", "asin": "B0CYS3C4P5", "price": "$10.99", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin Long Super Pads with Wings, Unscented, 88 Count", "asin": "B003UZSHPM", "price": "$24.95", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)", "asin": "B006R6U9SY", "price": "$7.68", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)", "asin": "B01IULATV0", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)", "asin": "B0DR35MCS9", "price": "$26.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon."},
{"title": "100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)", "asin": "B075QCHR9T", "price": "$34.89", "delivery": "FREE delivery Wed, Apr 16 for Prime members"},
{"title": "Ultra Thin Overnight Pads with Wings, Unscented, 76 Count", "asin": "B00AXSHCL4", "price": "$23.36", "delivery": "FREE delivery Fri, Apr 18"},
{"title": "Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)", "asin": "B0029NYQME", "price": "$33.00", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon."},
{"title": "Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)", "asin": "B0BPLPWGCL", "price": "$20.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)", "asin": "B07PPCRLHD", "price": "$23.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Always Ultra Thin Size 4 Overnight Pads with Wings Unscented 80 Ct.", "asin": "B08RDPL244", "price": "$26.00", "delivery": "FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16 Only 2 left in stock - order soon."},
{"title": "Ultra Thin Long Super Pads, 20 Count, (Pack of 2)", "asin": "B074JCBQWB", "price": "$16.26", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 2 left in stock - order soon."},
{"title": "Ultra Thin Size 5 Extra Heavy Overnight Pads with Wings Unscented, Size 5, 34 Count", "asin": "B00J23FWN6", "price": "$6.29", "delivery": " FREE 2-hour delivery on orders over $50 Out of Stock"},
{"title": "Ultra Thin Size 3 Extra Long Super Pads with Wings Unscented, 28 Count", "asin": "B01NH7J7QO", "price": "$7.09", "delivery": " FREE delivery Tomorrow 5 AM - 7 AM on orders over $50"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight, with wings, unscented, 38 Count", "asin": "B08HFNQWQP", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count", "asin": "B01KL1DOTG", "price": "$6.29", "delivery": " FREE delivery Tomorrow 5 AM - 7 AM on orders over $50"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)", "asin": "B001DWNTBG", "price": "$6.27", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count", "asin": "B08VCNYXXH"},
{"title": "Ultra Thin Feminine Pads for Women, Size 5, Extra Heavy, Overnight Absorbency with Wings, 46 Count x 2 Packs (92 Count Total)", "asin": "B06XRW75WZ"},
{"title": "ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct", "asin": "B000QV76CI"},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Long Super Absorbency, With Wings, Unscented, 38 Count", "asin": "B01MU2JNYC"},
{"title": "Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count", "asin": "B00MTT1UI6"},
{"title": "Infinity Feminine Pads for Women, Size 5 Extra Heavy Overnight, with Wings, unscented, 30 Count", "asin": "B07QNZDWHN", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads Slender Flexi-Wings 36 Each", "asin": "B0012ROL0K", "price": "$14.99", "delivery": "$4.79 delivery Apr 21 - 22 Or fastest delivery Apr 16 - 21 Only 6 left in stock - order soon."},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count (Pack of 3)", "asin": "B001G7QSGQ"},
{"title": "Radiant Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Flexfoam, With Wings, Light Clean Scent, 30 Count x 3 Packs (90 Count total)", "asin": "B01HODORZ4", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Anti-Bunch Xtra Protection Daily Liners, Regular Length, Unscented, 34 Count x 4 (136 Count Total) (Packaging May Vary)", "asin": "B07QVSNPWR", "price": "$12.44", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon."},
{"title": "Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)", "asin": "B078YF278Y", "price": "$32.94", "delivery": "FREE delivery Apr 19 - 21"},
{"title": "Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct", "asin": "B00J7L59K4", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Size 4 Overnight Pads With Wings Scented, 24 Count", "asin": "B002OTUZ7S", "price": "$18.81", "delivery": " Two-Day FREE delivery Sun, Apr 13 Only 2 left in stock - order soon."},
{"title": "Maxi Overnight Pads with Wings for Women, Size 5, Extra Heavy Overnight Absorbency, Unscented, 36 Count (Packaging May Vary)", "asin": "B01M1BLRC1", "price": "$10.47", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count", "asin": "B01IZ5FMEU", "price": "$12.39", "delivery": "FREE delivery Tue, Apr 15 Only 18 left in stock (more on the way)."},
{"title": "Always Thin Ultra Maxi Pads Quilt Long Super Pads - 40 pads/pack", "asin": "B000GCKB56"},
{"title": "Pure Cotton with Flexfoam Pads, Size 1,Regular Absorbency 28 Count (Pack of 3)", "asin": "B084S1JLX1", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 32 Count", "asin": "B0014CV0JI"},
{"title": "Adult Incontinence Pads for Women, Moderate Absorbency, Long Length, Postpartum Pads, Up to 100% Bladder Leak Protection, 54 Count (Packaging May Vary)", "asin": "B00KXUW2FS", "price": "$14.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary", "asin": "B0001KOCGC", "price": "$9.99", "delivery": "FREE delivery Apr 16 - 17"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T01:07:29.951Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:07:29.951Z\", \"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\": \"sticky notes\"}],\n\"promotion_items\": [{\"title\": \"KICNIC Page Markers Colored Sticky Tabs 800 Pcs, Translucent Arrow Flags for Page Marking, Fluorescent Index Tab Stickers for Notebooks, Small Sticky Notes Flags [8 Colors, 4 Sets]\", \"asin\": \"B098F9YKKG\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"(24 Pads) Sticky Notes 1.5x2 in, 8 Colors Post Self Sticky Notes Pad Its, Bright Post Stickies Colorful Sticky Notes for Office, Home, School, Meeting, 75 Sheets/pad\", \"asin\": \"B09TDN6CR3\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"30 Pads 0.5x1.8 Sticky Notes Flags Tabs Page Markers 10 Bright Color Sticky Index Tabs Page Flags 80 Sheet/Pad\", \"asin\": \"B088QM97K8\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"moinkerin 980 Pcs Sticky Notes Flags, 7 Color Index Tabs Index Flag Bright Colors Page Index Stickers Translucent Page Makers for Page Bookmarks\", \"asin\": \"B07D11N7CY\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"(18 Pads) Lined Sticky Notes 3x3 in Bright Ruled Post Stickies Colorful Super Sticking Power Memo Pads\", \"asin\": \"B0DBDMPRT5\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"(8 Pads) Lined Sticky Notes 4x6 in Post, 8 Colors Self Sticky Notes Pad Its, Bright Post Stickies Colorful Big Rectangular Sticky Notes for Office, Home, School, Meeting, 40 Sheets/pad\", \"asin\": \"B097R5VWVS\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"(24 Pads) Sticky Notes 1.5x2 in, 8 Colors Post Self Sticky Notes Pad Its, Bright Post Stickies Colorful Sticky Notes for Office, Home, School, Meeting, 75 Sheets/pad\", \"asin\": \"B09TDN6CR3\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"umikk 50 Pads Mini Sticky Notes 1.5X 2 inch, Small Self-Stick Note, Bulk Tiny Pads for Office, School, Home, 100 Sheets/Pad, 4 Pastel Colors, Pink, Yellow, Green, Blue\", \"asin\": \"B07PHS9SX3\", \"price\": \"$12.74\", \"quantity\": \"\"},\n{\"title\": \"SIMONA Star Shape Sticky Notes 6 Color Bright Colorful Sticky Pad 75 Sheets/Pad Self-Sticky Note Pads (6 Pads)\", \"asin\": \"B088R5F8KV\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Eastern Wolf 30 Pads 0.5x1.8 Sticky Notes Flags Tabs Page Markers 6 Bright Color Sticky Index Tabs Page Flags 80 Sheet/Pad\", \"asin\": \"B088QM5WKQ\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"(50 Pads) Sticky Notes 1.5x2, Vintage Colors, 10 Colors Self Sticky Notes, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D5QTZGPY\", \"price\": \"$8.09\", \"quantity\": \"\"},\n{\"title\": \"KICNIC Page Markers Colored Sticky Tabs 800 Pcs, Translucent Arrow Flags for Page Marking, Fluorescent Index Tab Stickers for Notebooks, Small Sticky Notes Flags [8 Colors, 4 Sets]\", \"asin\": \"B098F9YKKG\", \"price\": \"$5.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"3in X 3in\", \"asin\": \"B07VRYX57R\"},\n{\"title\": \"4in X 6in\", \"asin\": \"B082VSB7L5\"},\n{\"title\": \"small size\", \"asin\": \"B08L4DZML2\"}],\n\"search_results\": [{\"title\": \"(24 Pack) Sticky Notes 3x3 in Post Bright Stickies Colorful Super Sticking Power Memo Pads, Strong Adhesive, 74 Sheets/pad\", \"asin\": \"B07VRYX57R\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad\", \"asin\": \"B07WQ1VZKW\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"(18 Pads) Lined Sticky Notes 3x3 in Bright Ruled Post Stickies Colorful Super Sticking Power Memo Pads\", \"asin\": \"B0DBDMPRT5\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"(28 Pads) Sticky Notes 3 x 3 in, Bright Colorful Super Sticking Power Memo Post Stickies, High Stickiness Square Sticky Notes for Office, Home, School, Meeting, 72 Sheets/pad\", \"asin\": \"B0B84VGP99\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"(16 Pack) Sticky Notes 3x3, Canary Yellow, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CWNDPTF3\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad\", \"asin\": \"B07WQ1VZKW\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Post-it Super Sticky Notes, 24 Sticky Note Pads, 3 x 3 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection\", \"asin\": \"B01D8F5FKS\", \"price\": \"$18.24\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\", \"asin\": \"B0BPJW13CM\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Post-it Super Sticky Lined Notes, 15 Sticky Note Pads, Multi-Size., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection\", \"asin\": \"B076XG2XRS\", \"price\": \"$8.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"(16 Pack) Sticky Notes 3x3 in Canary Yellow, Clean Removal, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0C9D8X4F6\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"(8 Pads) Lined Sticky Notes 4x6 in Post, 8 Colors Self Sticky Notes Pad Its, Bright Post Stickies Colorful Big Rectangular Sticky Notes for Office, Home, School, Meeting, 40 Sheets/pad\", \"asin\": \"B097R5VWVS\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"(18 Pack) Sticky Notes 3x3 in Canary Yellow, Strong Adhesive, Clean Removal, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0DMWQQZ4T\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Arrives before Easter\"},\n{\"title\": \"300PCS Sticky Index Tabs, Transparent Sticky Page Markers Notes, Book Markers, Sticky Note Tabs, Page Tabs, Label Stickers, Small Pop Up Post Tabs Flags Stickers\", \"asin\": \"B09Q32W2GJ\", \"price\": \"$3.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Post-it Notes, 3 in x 3 in, 4 Sticky Notes Pads, 50 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\\ufb03ce Products\", \"asin\": \"B000078UWA\", \"price\": \"$3.19\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"(24 Pack) Sticky Notes 3x3 in Post Bright Stickies Colorful Super Sticking Power Memo Pads, Strong Adhesive, 74 Sheets/pad\", \"asin\": \"B07VRYX57R\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Aesthetic Vintage Self-Sticky Note Pads, Ideal for Office, Study, and Daily Life Organization - Neutral Colors\", \"asin\": \"B0CXSM592S\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Sticky Notes 3x3 Inches, Self-Stick 48 Pads Bulk, 8 Bright Colors, Colorful Self-Adhesive Notes Pads for Home, School, Office, Notebook, 75 Sheets/Pad\", \"asin\": \"B0DM9N3VTK\", \"price\": \"$20.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"HappyHapi Sticky Notes 3x3 Inches Bulk 28 Pack 2800 Sheets Colored Self-Stick Pads, 100 Sheets/Pad, 4 Bright Colors (Yellow, Green, Pink, Blue) for Office Supplies, School, Home\", \"asin\": \"B07K6FS8S4\", \"price\": \"$14.34\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"umikk 50 Pads Mini Sticky Notes 1.5X 2 inch, Small Self-Stick Note, Bulk Tiny Pads for Office, School, Home, 100 Sheets/Pad, 4 Pastel Colors, Pink, Yellow, Green, Blue\", \"asin\": \"B07PHS9SX3\", \"price\": \"$12.74\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Sticky Easel Pad 25 in x 30 in, 30 Sheets/Pad, 4 Pads/Pack, Sticky Flip Chart Paper for Teachers, Super Sticking Power & Bleed-Resistant\", \"asin\": \"B0DGV5JSDF\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"(16 Pack) Sticky Notes 3x3 in Canary Yellow, Clean Removal, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0C9D8X4F6\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Post-it Super Sticky Notes, 3 Sticky Note Pads, 3 x 3 in., School Supplies for Students, Ideal for Textbooks, Notebooks, Walls and Vertical Surfaces, Energy Boost Collection\", \"asin\": \"B001JTOLYW\", \"price\": \"$2.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Highland Sticky Notes, 3 x 3 Inches, Yellow, Set of 24 (6549-24)\", \"asin\": \"B0018191SM\", \"price\": \"$11.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CZ6S4T3K\", \"price\": \"$8.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Early Buy 24 Pads Sticky Notes 8 Bright Color Self-Stick Notes 3 in x 3 in, 60 Sheets/Pad\", \"asin\": \"B0CGRQ9KSF\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Sticky Notes 3x3 inch Bright Colors Self-Stick Pads 12 Pads/Pack 100 Sheets/Pad Total 1200 Sheets\", \"asin\": \"B07V273TWQ\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CWNBBD2W\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Winner Aura Sticky Notes 3x3 inch Bright Colors Self-Stick Pads 6 Pack 600 Sheets\", \"asin\": \"B07V1QY7DV\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"9 Pack Lined Sticky Notes 4x6 in Post Sticky Notes with Lines, 9 Bright Colors Large Ruled Post Sticky Colorful Super Sticking Power Memon Pads, Sticky Notes 4x6 for Office, Home, 35 Sheets/Pad\", \"asin\": \"B0CXSXL1F2\", \"price\": \"$7.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Post-it Super Sticky Notes, 24 Sticky Note Pads, 3 x 3 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Energy Boost Collection\", \"asin\": \"B00CMKA9HK\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets\", \"asin\": \"B07V7JRKHY\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Sticky Notes 3x3 in (12 Pads) Bright Colored Super Self Sticky Pads - 100 Sheets/Pad - Easy to Post for School, Office Supplies, Desk Accessories\", \"asin\": \"B07DMZVC5M\", \"price\": \"$12.15\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color\", \"asin\": \"B08PW73XGF\", \"price\": \"$11.30\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Post-it Super Sticky Notes, 3x3 in, 6 Pads, 2X The Sticking Power, Energy Boost Collection, Bright Colors (Orange, Pink, Blue, Green),Recyclable (654-6SSAU)\", \"asin\": \"B0013N2QU0\", \"price\": \"$6.89\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Post-it Pop-up Notes, 3x3 in, 18 Pads, America's #1 Favorite Sticky Notes, Poptimistic Collection, Bright Colors (Pink, Orange, Blue), Clean Removal, Recyclable (R330-18CTCP)\", \"asin\": \"B01BHW9I3O\", \"price\": \"$19.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"HappyHapi Sticky Notes 3x3 Inches Bulk 28 Pack 2800 Sheets Colored Self-Stick Pads, 100 Sheets/Pad, 4 Bright Colors (Yellow, Green, Pink, Blue) for Office Supplies, School, Home\", \"asin\": \"B07K6FS8S4\", \"price\": \"$14.34\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)\", \"asin\": \"B00006JNNE\", \"price\": \"$14.31\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Post-it Notes, 3 in x 3 in, 18 Sticky Notes Pads, 100 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\\ufb03ce Products\", \"asin\": \"B005TDHFEW\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Post-it Greener Notes, 3x3 in, 24 Pads, America's #1 Favorite Sticky Notes, Sweet Sprinkles Collection, Pastel Colors, Clean Removal, 100% Recycled Material (654R-24CP-AP)\", \"asin\": \"B003H5APA0\", \"price\": \"$22.09\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Post-it Pop-up Notes 3x3 in, 12 Pads, America's\\u2019s #1 Favorite Sticky Notes, Alternating Colors, Poptimistic Collection. Clean Removal, Recyclable (R330-N-ALT)\", \"asin\": \"B000NO0QRU\", \"price\": \"$17.70\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"(8 Pads) Lined Sticky Notes 4x6 in Post, 8 Colors Self Sticky Notes Pad Its, Bright Post Stickies Colorful Big Rectangular Sticky Notes for Office, Home, School, Meeting, 40 Sheets/pad\", \"asin\": \"B097R5VWVS\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"(18 Pads) Sticky Notes 3x3 inch, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D6RPPK9H\", \"price\": \"$8.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Highland 6539YW Self-Stick Notes, 1 1/2 x 2, Yellow, 100-Sheet (Pack of 36)\", \"asin\": \"B07D43PKV9\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Post-it Notes, 1/3/8 x 1 7/8 in, 24 Sticky Notes Pads, 100 Sheets per Pad, Canary Yellow, The Original Post-it Note, School Supplies and O\\ufb03ce Products\", \"asin\": \"B000GLSJB0\", \"price\": \"$10.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Highland Sticky Notes, 3 x 5 Inches, Yellow, 12 Pack (6609)\", \"asin\": \"B00006JN7U\", \"price\": \"$9.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Post-it Super Sticky Notes, 3x3 in, 24 Pads/Pack, 70 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink and Iris Infusion\", \"asin\": \"B09MWP45X2\", \"price\": \"$17.65\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Bright Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4BKRR\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Post-it Super Sticky Dispenser Pop-up Notes, 12 Sticky Note Pads, 3 x 3 in., 2X The Sticking Power, School Supplies and O\\ufb03ce Products, Use with Post-it Note Dispensers, Canary Yellow\", \"asin\": \"B000TSE48W\", \"price\": \"$16.27\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Eastern Wolf 8 Pads Lined Sticky Notes 4x6 Sticky Notes with Lines Self-Stick Note Pads 8 Bright Multi Colors, 35 Sheet/Pad\", \"asin\": \"B09196SSNZ\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Easter\"},\n{\"title\": \"(24 Pads) Sticky Notes 3x3 in 100 Sheets/Pad, Self-Sticky Note Pads, 6 Bright Colors Super Sticky Pads - Easy to Post for School, Office Supplies, Desk Accessories\", \"asin\": \"B08GY5LVNH\", \"price\": \"$20.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"(8 Pack) Lined Sticky Notes 4x4 Bright Stickies Colorful Super Sticking Power Memo Pads, 8 Colors, Strong Adhesive\", \"asin\": \"B0922B9TXY\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Post-it Notes, 3x3 in, 18 Pads, America's #1 Favorite Sticky Notes, 100 Sheets/Pad, Floral Fantasy Collection, Bold Colors, Recyclable\", \"asin\": \"B0013C9M2G\", \"price\": \"$22.28\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Highland Sticky Notes, 3 x 3 Inches, Yellow, 18 Pack (6549-18)\", \"asin\": \"B00006JN7V\", \"price\": \"$8.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Arrives before Easter\"},\n{\"title\": \"(16 Pack) Pop Up Sticky Notes 3x3 in Post Accordion Stickies Super Sticking Power Memo Pads Bright Colors\", \"asin\": \"B0CWTYKJH4\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Lined Sticky Notes 3x3 in Bright Ruled Post Stickies Colorful Super Sticking Power Memo Pads, 82 Sheets/pad, 8 Pads/Pack\", \"asin\": \"B07X8SFV8N\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Post-it Super Sticky Lined Notes, 6 Sticky Note Pads, 4 x 4 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Canary Yellow\", \"asin\": \"B0002DOF7O\", \"price\": \"$9.44\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Bulk Sticky Notes 3x3 inch, Office Supplies for Desk, 24-Pack, Assorted Colors\", \"asin\": \"B0BH9C7QXK\", \"price\": \"$11.19\", \"delivery\": \"FREE delivery Apr 17 - 19 for Prime members\"},\n{\"title\": \"9 Pack Lined Sticky Notes 4X6 in Post, 9 Pastel Colors Large Ruled Post Sticky Colorful Super Sticking Power Memo Pads Strong Adhesive, Sticky Notes with Lines Office, Home, 35 Sheets/pad\", \"asin\": \"B0CCVWXXRT\", \"price\": \"$7.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Post-It Super Sticky Notes, 4 in x 6 in, Canary Yellow, Lined, 5 Pads/Pack, 90 Sheets/Pad (660-5SSCY)\", \"asin\": \"B0002DOEOS\", \"price\": \"$11.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T01:09:31.002Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "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": "sticky notes"}],
"promotion_items": [{"title": "KICNIC Page Markers Colored Sticky Tabs 800 Pcs, Translucent Arrow Flags for Page Marking, Fluorescent Index Tab Stickers for Notebooks, Small Sticky Notes Flags [8 Colors, 4 Sets]", "asin": "B098F9YKKG", "price": "$5.99", "quantity": ""},
{"title": "(24 Pads) Sticky Notes 1.5x2 in, 8 Colors Post Self Sticky Notes Pad Its, Bright Post Stickies Colorful Sticky Notes for Office, Home, School, Meeting, 75 Sheets/pad", "asin": "B09TDN6CR3", "price": "$7.99", "quantity": ""},
{"title": "30 Pads 0.5x1.8 Sticky Notes Flags Tabs Page Markers 10 Bright Color Sticky Index Tabs Page Flags 80 Sheet/Pad", "asin": "B088QM97K8", "price": "$6.99", "quantity": ""},
{"title": "moinkerin 980 Pcs Sticky Notes Flags, 7 Color Index Tabs Index Flag Bright Colors Page Index Stickers Translucent Page Makers for Page Bookmarks", "asin": "B07D11N7CY", "price": "$6.99", "quantity": ""},
{"title": "(18 Pads) Lined Sticky Notes 3x3 in Bright Ruled Post Stickies Colorful Super Sticking Power Memo Pads", "asin": "B0DBDMPRT5", "price": "$8.99", "quantity": ""},
{"title": "(8 Pads) Lined Sticky Notes 4x6 in Post, 8 Colors Self Sticky Notes Pad Its, Bright Post Stickies Colorful Big Rectangular Sticky Notes for Office, Home, School, Meeting, 40 Sheets/pad", "asin": "B097R5VWVS", "price": "$8.99", "quantity": ""},
{"title": "(24 Pads) Sticky Notes 1.5x2 in, 8 Colors Post Self Sticky Notes Pad Its, Bright Post Stickies Colorful Sticky Notes for Office, Home, School, Meeting, 75 Sheets/pad", "asin": "B09TDN6CR3", "price": "$7.99", "quantity": ""},
{"title": "umikk 50 Pads Mini Sticky Notes 1.5X 2 inch, Small Self-Stick Note, Bulk Tiny Pads for Office, School, Home, 100 Sheets/Pad, 4 Pastel Colors, Pink, Yellow, Green, Blue", "asin": "B07PHS9SX3", "price": "$12.74", "quantity": ""},
{"title": "SIMONA Star Shape Sticky Notes 6 Color Bright Colorful Sticky Pad 75 Sheets/Pad Self-Sticky Note Pads (6 Pads)", "asin": "B088R5F8KV", "price": "$5.99", "quantity": ""},
{"title": "Eastern Wolf 30 Pads 0.5x1.8 Sticky Notes Flags Tabs Page Markers 6 Bright Color Sticky Index Tabs Page Flags 80 Sheet/Pad", "asin": "B088QM5WKQ", "price": "$6.99", "quantity": ""},
{"title": "(50 Pads) Sticky Notes 1.5x2, Vintage Colors, 10 Colors Self Sticky Notes, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0D5QTZGPY", "price": "$8.09", "quantity": ""},
{"title": "KICNIC Page Markers Colored Sticky Tabs 800 Pcs, Translucent Arrow Flags for Page Marking, Fluorescent Index Tab Stickers for Notebooks, Small Sticky Notes Flags [8 Colors, 4 Sets]", "asin": "B098F9YKKG", "price": "$5.99", "quantity": ""}],
"ads": [{"title": "3in X 3in", "asin": "B07VRYX57R"},
{"title": "4in X 6in", "asin": "B082VSB7L5"},
{"title": "small size", "asin": "B08L4DZML2"}],
"search_results": [{"title": "(24 Pack) Sticky Notes 3x3 in Post Bright Stickies Colorful Super Sticking Power Memo Pads, Strong Adhesive, 74 Sheets/pad", "asin": "B07VRYX57R", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad", "asin": "B07WQ1VZKW", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "(18 Pads) Lined Sticky Notes 3x3 in Bright Ruled Post Stickies Colorful Super Sticking Power Memo Pads", "asin": "B0DBDMPRT5", "price": "$8.99", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "(28 Pads) Sticky Notes 3 x 3 in, Bright Colorful Super Sticking Power Memo Post Stickies, High Stickiness Square Sticky Notes for Office, Home, School, Meeting, 72 Sheets/pad", "asin": "B0B84VGP99", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "(16 Pack) Sticky Notes 3x3, Canary Yellow, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0CWNDPTF3", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad", "asin": "B07WQ1VZKW", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Post-it Super Sticky Notes, 24 Sticky Note Pads, 3 x 3 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection", "asin": "B01D8F5FKS", "price": "$18.24", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)", "asin": "B0BPJW13CM", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Post-it Super Sticky Lined Notes, 15 Sticky Note Pads, Multi-Size., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection", "asin": "B076XG2XRS", "price": "$8.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "(16 Pack) Sticky Notes 3x3 in Canary Yellow, Clean Removal, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0C9D8X4F6", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "(8 Pads) Lined Sticky Notes 4x6 in Post, 8 Colors Self Sticky Notes Pad Its, Bright Post Stickies Colorful Big Rectangular Sticky Notes for Office, Home, School, Meeting, 40 Sheets/pad", "asin": "B097R5VWVS", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "(18 Pack) Sticky Notes 3x3 in Canary Yellow, Strong Adhesive, Clean Removal, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0DMWQQZ4T", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Arrives before Easter"},
{"title": "300PCS Sticky Index Tabs, Transparent Sticky Page Markers Notes, Book Markers, Sticky Note Tabs, Page Tabs, Label Stickers, Small Pop Up Post Tabs Flags Stickers", "asin": "B09Q32W2GJ", "price": "$3.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Post-it Notes, 3 in x 3 in, 4 Sticky Notes Pads, 50 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\ufb03ce Products", "asin": "B000078UWA", "price": "$3.19", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "(24 Pack) Sticky Notes 3x3 in Post Bright Stickies Colorful Super Sticking Power Memo Pads, Strong Adhesive, 74 Sheets/pad", "asin": "B07VRYX57R", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Aesthetic Vintage Self-Sticky Note Pads, Ideal for Office, Study, and Daily Life Organization - Neutral Colors", "asin": "B0CXSM592S", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Sticky Notes 3x3 Inches, Self-Stick 48 Pads Bulk, 8 Bright Colors, Colorful Self-Adhesive Notes Pads for Home, School, Office, Notebook, 75 Sheets/Pad", "asin": "B0DM9N3VTK", "price": "$20.99", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "HappyHapi Sticky Notes 3x3 Inches Bulk 28 Pack 2800 Sheets Colored Self-Stick Pads, 100 Sheets/Pad, 4 Bright Colors (Yellow, Green, Pink, Blue) for Office Supplies, School, Home", "asin": "B07K6FS8S4", "price": "$14.34", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "umikk 50 Pads Mini Sticky Notes 1.5X 2 inch, Small Self-Stick Note, Bulk Tiny Pads for Office, School, Home, 100 Sheets/Pad, 4 Pastel Colors, Pink, Yellow, Green, Blue", "asin": "B07PHS9SX3", "price": "$12.74", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Sticky Easel Pad 25 in x 30 in, 30 Sheets/Pad, 4 Pads/Pack, Sticky Flip Chart Paper for Teachers, Super Sticking Power & Bleed-Resistant", "asin": "B0DGV5JSDF", "price": "$59.99", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "(16 Pack) Sticky Notes 3x3 in Canary Yellow, Clean Removal, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0C9D8X4F6", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Post-it Super Sticky Notes, 3 Sticky Note Pads, 3 x 3 in., School Supplies for Students, Ideal for Textbooks, Notebooks, Walls and Vertical Surfaces, Energy Boost Collection", "asin": "B001JTOLYW", "price": "$2.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Highland Sticky Notes, 3 x 3 Inches, Yellow, Set of 24 (6549-24)", "asin": "B0018191SM", "price": "$11.19", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Early Buy 24 Pads Sticky Notes 8 Bright Color Self-Stick Notes 3 in x 3 in, 60 Sheets/Pad", "asin": "B0CGRQ9KSF", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Sticky Notes 3x3 inch Bright Colors Self-Stick Pads 12 Pads/Pack 100 Sheets/Pad Total 1200 Sheets", "asin": "B07V273TWQ", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0CWNBBD2W", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Winner Aura Sticky Notes 3x3 inch Bright Colors Self-Stick Pads 6 Pack 600 Sheets", "asin": "B07V1QY7DV", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "9 Pack Lined Sticky Notes 4x6 in Post Sticky Notes with Lines, 9 Bright Colors Large Ruled Post Sticky Colorful Super Sticking Power Memon Pads, Sticky Notes 4x6 for Office, Home, 35 Sheets/Pad", "asin": "B0CXSXL1F2", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Post-it Super Sticky Notes, 24 Sticky Note Pads, 3 x 3 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Energy Boost Collection", "asin": "B00CMKA9HK", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Sticky Notes 3x3 in (12 Pads) Bright Colored Super Self Sticky Pads - 100 Sheets/Pad - Easy to Post for School, Office Supplies, Desk Accessories", "asin": "B07DMZVC5M", "price": "$12.15", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color", "asin": "B08PW73XGF", "price": "$11.30", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Post-it Super Sticky Notes, 3x3 in, 6 Pads, 2X The Sticking Power, Energy Boost Collection, Bright Colors (Orange, Pink, Blue, Green),Recyclable (654-6SSAU)", "asin": "B0013N2QU0", "price": "$6.89", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Post-it Pop-up Notes, 3x3 in, 18 Pads, America's #1 Favorite Sticky Notes, Poptimistic Collection, Bright Colors (Pink, Orange, Blue), Clean Removal, Recyclable (R330-18CTCP)", "asin": "B01BHW9I3O", "price": "$19.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "HappyHapi Sticky Notes 3x3 Inches Bulk 28 Pack 2800 Sheets Colored Self-Stick Pads, 100 Sheets/Pad, 4 Bright Colors (Yellow, Green, Pink, Blue) for Office Supplies, School, Home", "asin": "B07K6FS8S4", "price": "$14.34", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)", "asin": "B00006JNNE", "price": "$14.31", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Post-it Notes, 3 in x 3 in, 18 Sticky Notes Pads, 100 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\ufb03ce Products", "asin": "B005TDHFEW", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Post-it Greener Notes, 3x3 in, 24 Pads, America's #1 Favorite Sticky Notes, Sweet Sprinkles Collection, Pastel Colors, Clean Removal, 100% Recycled Material (654R-24CP-AP)", "asin": "B003H5APA0", "price": "$22.09", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Post-it Pop-up Notes 3x3 in, 12 Pads, America's\u2019s #1 Favorite Sticky Notes, Alternating Colors, Poptimistic Collection. Clean Removal, Recyclable (R330-N-ALT)", "asin": "B000NO0QRU", "price": "$17.70", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "(8 Pads) Lined Sticky Notes 4x6 in Post, 8 Colors Self Sticky Notes Pad Its, Bright Post Stickies Colorful Big Rectangular Sticky Notes for Office, Home, School, Meeting, 40 Sheets/pad", "asin": "B097R5VWVS", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "(18 Pads) Sticky Notes 3x3 inch, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0D6RPPK9H", "price": "$8.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Highland 6539YW Self-Stick Notes, 1 1/2 x 2, Yellow, 100-Sheet (Pack of 36)", "asin": "B07D43PKV9", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Post-it Notes, 1/3/8 x 1 7/8 in, 24 Sticky Notes Pads, 100 Sheets per Pad, Canary Yellow, The Original Post-it Note, School Supplies and O\ufb03ce Products", "asin": "B000GLSJB0", "price": "$10.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Highland Sticky Notes, 3 x 5 Inches, Yellow, 12 Pack (6609)", "asin": "B00006JN7U", "price": "$9.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Post-it Super Sticky Notes, 3x3 in, 24 Pads/Pack, 70 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink and Iris Infusion", "asin": "B09MWP45X2", "price": "$17.65", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Bright Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4BKRR", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Post-it Super Sticky Dispenser Pop-up Notes, 12 Sticky Note Pads, 3 x 3 in., 2X The Sticking Power, School Supplies and O\ufb03ce Products, Use with Post-it Note Dispensers, Canary Yellow", "asin": "B000TSE48W", "price": "$16.27", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Eastern Wolf 8 Pads Lined Sticky Notes 4x6 Sticky Notes with Lines Self-Stick Note Pads 8 Bright Multi Colors, 35 Sheet/Pad", "asin": "B09196SSNZ", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Easter"},
{"title": "(24 Pads) Sticky Notes 3x3 in 100 Sheets/Pad, Self-Sticky Note Pads, 6 Bright Colors Super Sticky Pads - Easy to Post for School, Office Supplies, Desk Accessories", "asin": "B08GY5LVNH", "price": "$20.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "(8 Pack) Lined Sticky Notes 4x4 Bright Stickies Colorful Super Sticking Power Memo Pads, 8 Colors, Strong Adhesive", "asin": "B0922B9TXY", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Post-it Notes, 3x3 in, 18 Pads, America's #1 Favorite Sticky Notes, 100 Sheets/Pad, Floral Fantasy Collection, Bold Colors, Recyclable", "asin": "B0013C9M2G", "price": "$22.28", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Highland Sticky Notes, 3 x 3 Inches, Yellow, 18 Pack (6549-18)", "asin": "B00006JN7V", "price": "$8.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Arrives before Easter"},
{"title": "(16 Pack) Pop Up Sticky Notes 3x3 in Post Accordion Stickies Super Sticking Power Memo Pads Bright Colors", "asin": "B0CWTYKJH4", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Lined Sticky Notes 3x3 in Bright Ruled Post Stickies Colorful Super Sticking Power Memo Pads, 82 Sheets/pad, 8 Pads/Pack", "asin": "B07X8SFV8N", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Post-it Super Sticky Lined Notes, 6 Sticky Note Pads, 4 x 4 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Canary Yellow", "asin": "B0002DOF7O", "price": "$9.44", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Amazon Basics Bulk Sticky Notes 3x3 inch, Office Supplies for Desk, 24-Pack, Assorted Colors", "asin": "B0BH9C7QXK", "price": "$11.19", "delivery": "FREE delivery Apr 17 - 19 for Prime members"},
{"title": "9 Pack Lined Sticky Notes 4X6 in Post, 9 Pastel Colors Large Ruled Post Sticky Colorful Super Sticking Power Memo Pads Strong Adhesive, Sticky Notes with Lines Office, Home, 35 Sheets/pad", "asin": "B0CCVWXXRT", "price": "$7.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Post-It Super Sticky Notes, 4 in x 6 in, Canary Yellow, Lined, 5 Pads/Pack, 90 Sheets/Pad (660-5SSCY)", "asin": "B0002DOEOS", "price": "$11.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T01:09:31.002Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-12T01:09:31.002Z
|
click
|
search
|
rule
|
2025-04-12T01:09:31.002Z
|
click
|
search
|
train
| 633 |
2025-04-12T01:09:31.002Z
|
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": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "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": "sticky notes"}],
"promotion_items": [{"title": "KICNIC Page Markers Colored Sticky Tabs 800 Pcs, Translucent Arrow Flags for Page Marking, Fluorescent Index Tab Stickers for Notebooks, Small Sticky Notes Flags [8 Colors, 4 Sets]", "asin": "B098F9YKKG", "price": "$5.99", "quantity": ""},
{"title": "(24 Pads) Sticky Notes 1.5x2 in, 8 Colors Post Self Sticky Notes Pad Its, Bright Post Stickies Colorful Sticky Notes for Office, Home, School, Meeting, 75 Sheets/pad", "asin": "B09TDN6CR3", "price": "$7.99", "quantity": ""},
{"title": "30 Pads 0.5x1.8 Sticky Notes Flags Tabs Page Markers 10 Bright Color Sticky Index Tabs Page Flags 80 Sheet/Pad", "asin": "B088QM97K8", "price": "$6.99", "quantity": ""},
{"title": "moinkerin 980 Pcs Sticky Notes Flags, 7 Color Index Tabs Index Flag Bright Colors Page Index Stickers Translucent Page Makers for Page Bookmarks", "asin": "B07D11N7CY", "price": "$6.99", "quantity": ""},
{"title": "(18 Pads) Lined Sticky Notes 3x3 in Bright Ruled Post Stickies Colorful Super Sticking Power Memo Pads", "asin": "B0DBDMPRT5", "price": "$8.99", "quantity": ""},
{"title": "(8 Pads) Lined Sticky Notes 4x6 in Post, 8 Colors Self Sticky Notes Pad Its, Bright Post Stickies Colorful Big Rectangular Sticky Notes for Office, Home, School, Meeting, 40 Sheets/pad", "asin": "B097R5VWVS", "price": "$8.99", "quantity": ""},
{"title": "(24 Pads) Sticky Notes 1.5x2 in, 8 Colors Post Self Sticky Notes Pad Its, Bright Post Stickies Colorful Sticky Notes for Office, Home, School, Meeting, 75 Sheets/pad", "asin": "B09TDN6CR3", "price": "$7.99", "quantity": ""},
{"title": "umikk 50 Pads Mini Sticky Notes 1.5X 2 inch, Small Self-Stick Note, Bulk Tiny Pads for Office, School, Home, 100 Sheets/Pad, 4 Pastel Colors, Pink, Yellow, Green, Blue", "asin": "B07PHS9SX3", "price": "$12.74", "quantity": ""},
{"title": "SIMONA Star Shape Sticky Notes 6 Color Bright Colorful Sticky Pad 75 Sheets/Pad Self-Sticky Note Pads (6 Pads)", "asin": "B088R5F8KV", "price": "$5.99", "quantity": ""},
{"title": "Eastern Wolf 30 Pads 0.5x1.8 Sticky Notes Flags Tabs Page Markers 6 Bright Color Sticky Index Tabs Page Flags 80 Sheet/Pad", "asin": "B088QM5WKQ", "price": "$6.99", "quantity": ""},
{"title": "(50 Pads) Sticky Notes 1.5x2, Vintage Colors, 10 Colors Self Sticky Notes, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0D5QTZGPY", "price": "$8.09", "quantity": ""},
{"title": "KICNIC Page Markers Colored Sticky Tabs 800 Pcs, Translucent Arrow Flags for Page Marking, Fluorescent Index Tab Stickers for Notebooks, Small Sticky Notes Flags [8 Colors, 4 Sets]", "asin": "B098F9YKKG", "price": "$5.99", "quantity": ""}],
"ads": [{"title": "3in X 3in", "asin": "B07VRYX57R"},
{"title": "4in X 6in", "asin": "B082VSB7L5"},
{"title": "small size", "asin": "B08L4DZML2"}],
"search_results": [{"title": "(24 Pack) Sticky Notes 3x3 in Post Bright Stickies Colorful Super Sticking Power Memo Pads, Strong Adhesive, 74 Sheets/pad", "asin": "B07VRYX57R", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad", "asin": "B07WQ1VZKW", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "(18 Pads) Lined Sticky Notes 3x3 in Bright Ruled Post Stickies Colorful Super Sticking Power Memo Pads", "asin": "B0DBDMPRT5", "price": "$8.99", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "(28 Pads) Sticky Notes 3 x 3 in, Bright Colorful Super Sticking Power Memo Post Stickies, High Stickiness Square Sticky Notes for Office, Home, School, Meeting, 72 Sheets/pad", "asin": "B0B84VGP99", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "(16 Pack) Sticky Notes 3x3, Canary Yellow, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0CWNDPTF3", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad", "asin": "B07WQ1VZKW", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Post-it Super Sticky Notes, 24 Sticky Note Pads, 3 x 3 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection", "asin": "B01D8F5FKS", "price": "$18.24", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)", "asin": "B0BPJW13CM", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Post-it Super Sticky Lined Notes, 15 Sticky Note Pads, Multi-Size., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection", "asin": "B076XG2XRS", "price": "$8.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "(16 Pack) Sticky Notes 3x3 in Canary Yellow, Clean Removal, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0C9D8X4F6", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "(8 Pads) Lined Sticky Notes 4x6 in Post, 8 Colors Self Sticky Notes Pad Its, Bright Post Stickies Colorful Big Rectangular Sticky Notes for Office, Home, School, Meeting, 40 Sheets/pad", "asin": "B097R5VWVS", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "(18 Pack) Sticky Notes 3x3 in Canary Yellow, Strong Adhesive, Clean Removal, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0DMWQQZ4T", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Arrives before Easter"},
{"title": "300PCS Sticky Index Tabs, Transparent Sticky Page Markers Notes, Book Markers, Sticky Note Tabs, Page Tabs, Label Stickers, Small Pop Up Post Tabs Flags Stickers", "asin": "B09Q32W2GJ", "price": "$3.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Post-it Notes, 3 in x 3 in, 4 Sticky Notes Pads, 50 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\ufb03ce Products", "asin": "B000078UWA", "price": "$3.19", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "(24 Pack) Sticky Notes 3x3 in Post Bright Stickies Colorful Super Sticking Power Memo Pads, Strong Adhesive, 74 Sheets/pad", "asin": "B07VRYX57R", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Aesthetic Vintage Self-Sticky Note Pads, Ideal for Office, Study, and Daily Life Organization - Neutral Colors", "asin": "B0CXSM592S", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Sticky Notes 3x3 Inches, Self-Stick 48 Pads Bulk, 8 Bright Colors, Colorful Self-Adhesive Notes Pads for Home, School, Office, Notebook, 75 Sheets/Pad", "asin": "B0DM9N3VTK", "price": "$20.99", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "HappyHapi Sticky Notes 3x3 Inches Bulk 28 Pack 2800 Sheets Colored Self-Stick Pads, 100 Sheets/Pad, 4 Bright Colors (Yellow, Green, Pink, Blue) for Office Supplies, School, Home", "asin": "B07K6FS8S4", "price": "$14.34", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "umikk 50 Pads Mini Sticky Notes 1.5X 2 inch, Small Self-Stick Note, Bulk Tiny Pads for Office, School, Home, 100 Sheets/Pad, 4 Pastel Colors, Pink, Yellow, Green, Blue", "asin": "B07PHS9SX3", "price": "$12.74", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Sticky Easel Pad 25 in x 30 in, 30 Sheets/Pad, 4 Pads/Pack, Sticky Flip Chart Paper for Teachers, Super Sticking Power & Bleed-Resistant", "asin": "B0DGV5JSDF", "price": "$59.99", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "(16 Pack) Sticky Notes 3x3 in Canary Yellow, Clean Removal, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0C9D8X4F6", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Post-it Super Sticky Notes, 3 Sticky Note Pads, 3 x 3 in., School Supplies for Students, Ideal for Textbooks, Notebooks, Walls and Vertical Surfaces, Energy Boost Collection", "asin": "B001JTOLYW", "price": "$2.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Highland Sticky Notes, 3 x 3 Inches, Yellow, Set of 24 (6549-24)", "asin": "B0018191SM", "price": "$11.19", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Early Buy 24 Pads Sticky Notes 8 Bright Color Self-Stick Notes 3 in x 3 in, 60 Sheets/Pad", "asin": "B0CGRQ9KSF", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Sticky Notes 3x3 inch Bright Colors Self-Stick Pads 12 Pads/Pack 100 Sheets/Pad Total 1200 Sheets", "asin": "B07V273TWQ", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0CWNBBD2W", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Winner Aura Sticky Notes 3x3 inch Bright Colors Self-Stick Pads 6 Pack 600 Sheets", "asin": "B07V1QY7DV", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "9 Pack Lined Sticky Notes 4x6 in Post Sticky Notes with Lines, 9 Bright Colors Large Ruled Post Sticky Colorful Super Sticking Power Memon Pads, Sticky Notes 4x6 for Office, Home, 35 Sheets/Pad", "asin": "B0CXSXL1F2", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Post-it Super Sticky Notes, 24 Sticky Note Pads, 3 x 3 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Energy Boost Collection", "asin": "B00CMKA9HK", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Sticky Notes 3x3 in (12 Pads) Bright Colored Super Self Sticky Pads - 100 Sheets/Pad - Easy to Post for School, Office Supplies, Desk Accessories", "asin": "B07DMZVC5M", "price": "$12.15", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color", "asin": "B08PW73XGF", "price": "$11.30", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Post-it Super Sticky Notes, 3x3 in, 6 Pads, 2X The Sticking Power, Energy Boost Collection, Bright Colors (Orange, Pink, Blue, Green),Recyclable (654-6SSAU)", "asin": "B0013N2QU0", "price": "$6.89", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Post-it Pop-up Notes, 3x3 in, 18 Pads, America's #1 Favorite Sticky Notes, Poptimistic Collection, Bright Colors (Pink, Orange, Blue), Clean Removal, Recyclable (R330-18CTCP)", "asin": "B01BHW9I3O", "price": "$19.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "HappyHapi Sticky Notes 3x3 Inches Bulk 28 Pack 2800 Sheets Colored Self-Stick Pads, 100 Sheets/Pad, 4 Bright Colors (Yellow, Green, Pink, Blue) for Office Supplies, School, Home", "asin": "B07K6FS8S4", "price": "$14.34", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)", "asin": "B00006JNNE", "price": "$14.31", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Post-it Notes, 3 in x 3 in, 18 Sticky Notes Pads, 100 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\ufb03ce Products", "asin": "B005TDHFEW", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Post-it Greener Notes, 3x3 in, 24 Pads, America's #1 Favorite Sticky Notes, Sweet Sprinkles Collection, Pastel Colors, Clean Removal, 100% Recycled Material (654R-24CP-AP)", "asin": "B003H5APA0", "price": "$22.09", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Post-it Pop-up Notes 3x3 in, 12 Pads, America's\u2019s #1 Favorite Sticky Notes, Alternating Colors, Poptimistic Collection. Clean Removal, Recyclable (R330-N-ALT)", "asin": "B000NO0QRU", "price": "$17.70", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "(8 Pads) Lined Sticky Notes 4x6 in Post, 8 Colors Self Sticky Notes Pad Its, Bright Post Stickies Colorful Big Rectangular Sticky Notes for Office, Home, School, Meeting, 40 Sheets/pad", "asin": "B097R5VWVS", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "(18 Pads) Sticky Notes 3x3 inch, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0D6RPPK9H", "price": "$8.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Highland 6539YW Self-Stick Notes, 1 1/2 x 2, Yellow, 100-Sheet (Pack of 36)", "asin": "B07D43PKV9", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Post-it Notes, 1/3/8 x 1 7/8 in, 24 Sticky Notes Pads, 100 Sheets per Pad, Canary Yellow, The Original Post-it Note, School Supplies and O\ufb03ce Products", "asin": "B000GLSJB0", "price": "$10.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Highland Sticky Notes, 3 x 5 Inches, Yellow, 12 Pack (6609)", "asin": "B00006JN7U", "price": "$9.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Post-it Super Sticky Notes, 3x3 in, 24 Pads/Pack, 70 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink and Iris Infusion", "asin": "B09MWP45X2", "price": "$17.65", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Bright Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4BKRR", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Post-it Super Sticky Dispenser Pop-up Notes, 12 Sticky Note Pads, 3 x 3 in., 2X The Sticking Power, School Supplies and O\ufb03ce Products, Use with Post-it Note Dispensers, Canary Yellow", "asin": "B000TSE48W", "price": "$16.27", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Eastern Wolf 8 Pads Lined Sticky Notes 4x6 Sticky Notes with Lines Self-Stick Note Pads 8 Bright Multi Colors, 35 Sheet/Pad", "asin": "B09196SSNZ", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Easter"},
{"title": "(24 Pads) Sticky Notes 3x3 in 100 Sheets/Pad, Self-Sticky Note Pads, 6 Bright Colors Super Sticky Pads - Easy to Post for School, Office Supplies, Desk Accessories", "asin": "B08GY5LVNH", "price": "$20.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "(8 Pack) Lined Sticky Notes 4x4 Bright Stickies Colorful Super Sticking Power Memo Pads, 8 Colors, Strong Adhesive", "asin": "B0922B9TXY", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Post-it Notes, 3x3 in, 18 Pads, America's #1 Favorite Sticky Notes, 100 Sheets/Pad, Floral Fantasy Collection, Bold Colors, Recyclable", "asin": "B0013C9M2G", "price": "$22.28", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Highland Sticky Notes, 3 x 3 Inches, Yellow, 18 Pack (6549-18)", "asin": "B00006JN7V", "price": "$8.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Arrives before Easter"},
{"title": "(16 Pack) Pop Up Sticky Notes 3x3 in Post Accordion Stickies Super Sticking Power Memo Pads Bright Colors", "asin": "B0CWTYKJH4", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Lined Sticky Notes 3x3 in Bright Ruled Post Stickies Colorful Super Sticking Power Memo Pads, 82 Sheets/pad, 8 Pads/Pack", "asin": "B07X8SFV8N", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Post-it Super Sticky Lined Notes, 6 Sticky Note Pads, 4 x 4 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Canary Yellow", "asin": "B0002DOF7O", "price": "$9.44", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Amazon Basics Bulk Sticky Notes 3x3 inch, Office Supplies for Desk, 24-Pack, Assorted Colors", "asin": "B0BH9C7QXK", "price": "$11.19", "delivery": "FREE delivery Apr 17 - 19 for Prime members"},
{"title": "9 Pack Lined Sticky Notes 4X6 in Post, 9 Pastel Colors Large Ruled Post Sticky Colorful Super Sticking Power Memo Pads Strong Adhesive, Sticky Notes with Lines Office, Home, 35 Sheets/pad", "asin": "B0CCVWXXRT", "price": "$7.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Post-It Super Sticky Notes, 4 in x 6 in, Canary Yellow, Lined, 5 Pads/Pack, 90 Sheets/Pad (660-5SSCY)", "asin": "B0002DOEOS", "price": "$11.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T01:09:31.002Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:07:29.951Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:09:31.002Z\", \"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\": \"always+ultra+thin+pads\"}],\n\"product_details\": [{\"asin\": \"B00G8DDCEE\"},\n{\"title\": \"Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\"},\n{\"price\": \"$7.97\"},\n{\"bullet_list\": \"GET UP TO 100% LEAK FREE COMFORT with Always Ultra Thin ABSORBS 3X FASTER (Always Ultra Thin size 2 vs leading size 2 store brand pad) ABSORBS MORE vs previous Always Ultra Thin FEEL CLEAN & DRY with RapidDRY technology that absorbs in seconds LONG LASTING PROTECTION with LeakGUARD technology that locks in leaks PREVENT UNWANTED ODORS with OdorLOCK to help you feel fresh and clean UP TO 8 HOURS PROTECTION FSA/HSA Eligible Save up to 20% Cover out of pocket expenses with pre-tax dollars *Estimates federal tax only and will vary based on personal income. Plan details may vary so speak with your health plan or benefits provider about eligibility\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Super (Size 3)\"},\n{\"Unit Count\": \"42\"}],\n\"promotion_items\": [{\"title\": \"Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)\", \"asin\": \"B01MSZJW51\", \"price\": \"$26.91\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"quantity\": \"\"},\n{\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"quantity\": \"\"},\n{\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n{\"title\": \"Always Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.07\", \"quantity\": \"\"},\n{\"title\": \"Always Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\", \"asin\": \"B0001KOCGC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, ...\", \"asin\": \"B0CGRGZ7R1\", \"price\": \"$23.50\", \"quantity\": \"\"},\n{\"title\": \"LivDry Overnight Protective Underwear XL Size Count: 48\", \"asin\": \"B018W7KUT8\", \"price\": \"$75.99\", \"quantity\": \"\"},\n{\"title\": \"Attn: Grace Hybrid Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Light Bladder Leaks & Sensitive Skin\", \"asin\": \"B0949KXBJY\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"LivDry Adult Incontinence Underwear, Extra Absorbency Adult Diapers, Leak Protection, Medium, 19-Pack\", \"asin\": \"B073ZNR6FR\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)\", \"asin\": \"B01MSZJW51\", \"price\": \"$26.91\", \"quantity\": \"\"},\n{\"title\": \"Ultra Thin Sanitary Pantyliners (Regular, 15.5cm, 120 Counts) - Ultra Thin, Unscent...\", \"asin\": \"B0CPPMGL92\", \"price\": \"$19.90\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\", \"asin\": \"B00G8DDCEE\", \"price\": \"$7.97\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Size 1 Regular, with Wings, unscented, 108ct\", \"asin\": \"B07PM8KFMT\", \"price\": \"$26.97\"},\n{\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\"},\n{\"title\": \"Always Anti-Bunch Xtra Protection Daily Liners Long Unscented, Anti Bunch Helps You Feel Comfortable, 108 Count (Packaging May Vary)\", \"asin\": \"B008HQ8M6I\", \"price\": \"$7.97\"},\n{\"title\": \"Always Daily Fresh Thin Liners, Regular Absorbency, Unscented Panty Liners, 216 Count (Packaging May Vary)\", \"asin\": \"B07QTDSYZ9\", \"price\": \"$9.97\"},\n{\"title\": \"Amazon Basics Maxi Pads For Women- Thick, Super Absorbency, Unscented, 48 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B09B7L2BPB\", \"price\": \"$5.42\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T01:41:02.579Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "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": "always+ultra+thin+pads"}],
"product_details": [{"asin": "B00G8DDCEE"},
{"title": "Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)"},
{"price": "$7.97"},
{"bullet_list": "GET UP TO 100% LEAK FREE COMFORT with Always Ultra Thin ABSORBS 3X FASTER (Always Ultra Thin size 2 vs leading size 2 store brand pad) ABSORBS MORE vs previous Always Ultra Thin FEEL CLEAN & DRY with RapidDRY technology that absorbs in seconds LONG LASTING PROTECTION with LeakGUARD technology that locks in leaks PREVENT UNWANTED ODORS with OdorLOCK to help you feel fresh and clean UP TO 8 HOURS PROTECTION FSA/HSA Eligible Save up to 20% Cover out of pocket expenses with pre-tax dollars *Estimates federal tax only and will vary based on personal income. Plan details may vary so speak with your health plan or benefits provider about eligibility"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "Super (Size 3)"},
{"Unit Count": "42"}],
"promotion_items": [{"title": "Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)", "asin": "B01MSZJW51", "price": "$26.91", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "Always Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "quantity": ""},
{"title": "Always Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary", "asin": "B0001KOCGC", "price": "$9.99", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, ...", "asin": "B0CGRGZ7R1", "price": "$23.50", "quantity": ""},
{"title": "LivDry Overnight Protective Underwear XL Size Count: 48", "asin": "B018W7KUT8", "price": "$75.99", "quantity": ""},
{"title": "Attn: Grace Hybrid Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Light Bladder Leaks & Sensitive Skin", "asin": "B0949KXBJY", "price": "$16.97", "quantity": ""},
{"title": "LivDry Adult Incontinence Underwear, Extra Absorbency Adult Diapers, Leak Protection, Medium, 19-Pack", "asin": "B073ZNR6FR", "price": "$29.99", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)", "asin": "B01MSZJW51", "price": "$26.91", "quantity": ""},
{"title": "Ultra Thin Sanitary Pantyliners (Regular, 15.5cm, 120 Counts) - Ultra Thin, Unscent...", "asin": "B0CPPMGL92", "price": "$19.90", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""}],
"comparison_items": [{"title": "Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97"},
{"title": "Always Infinity Feminine Pads for Women, Size 1 Regular, with Wings, unscented, 108ct", "asin": "B07PM8KFMT", "price": "$26.97"},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97"},
{"title": "Always Anti-Bunch Xtra Protection Daily Liners Long Unscented, Anti Bunch Helps You Feel Comfortable, 108 Count (Packaging May Vary)", "asin": "B008HQ8M6I", "price": "$7.97"},
{"title": "Always Daily Fresh Thin Liners, Regular Absorbency, Unscented Panty Liners, 216 Count (Packaging May Vary)", "asin": "B07QTDSYZ9", "price": "$9.97"},
{"title": "Amazon Basics Maxi Pads For Women- Thick, Super Absorbency, Unscented, 48 Count, 1 Pack (Previously Solimo)", "asin": "B09B7L2BPB", "price": "$5.42"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T01:41:02.579Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-12T01:41:02.579Z
|
purchase
|
B00G8DDCEE
|
rule
|
2025-04-12T01:41:02.579Z
|
purchase
|
B00G8DDCEE
|
train
| 634 |
2025-04-12T01:41:02.579Z
|
purchase
|
B00G8DDCEE
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "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": "always+ultra+thin+pads"}],
"product_details": [{"asin": "B00G8DDCEE"},
{"title": "Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)"},
{"price": "$7.97"},
{"bullet_list": "GET UP TO 100% LEAK FREE COMFORT with Always Ultra Thin ABSORBS 3X FASTER (Always Ultra Thin size 2 vs leading size 2 store brand pad) ABSORBS MORE vs previous Always Ultra Thin FEEL CLEAN & DRY with RapidDRY technology that absorbs in seconds LONG LASTING PROTECTION with LeakGUARD technology that locks in leaks PREVENT UNWANTED ODORS with OdorLOCK to help you feel fresh and clean UP TO 8 HOURS PROTECTION FSA/HSA Eligible Save up to 20% Cover out of pocket expenses with pre-tax dollars *Estimates federal tax only and will vary based on personal income. Plan details may vary so speak with your health plan or benefits provider about eligibility"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "Super (Size 3)"},
{"Unit Count": "42"}],
"promotion_items": [{"title": "Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)", "asin": "B01MSZJW51", "price": "$26.91", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "Always Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "quantity": ""},
{"title": "Always Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary", "asin": "B0001KOCGC", "price": "$9.99", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, ...", "asin": "B0CGRGZ7R1", "price": "$23.50", "quantity": ""},
{"title": "LivDry Overnight Protective Underwear XL Size Count: 48", "asin": "B018W7KUT8", "price": "$75.99", "quantity": ""},
{"title": "Attn: Grace Hybrid Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Light Bladder Leaks & Sensitive Skin", "asin": "B0949KXBJY", "price": "$16.97", "quantity": ""},
{"title": "LivDry Adult Incontinence Underwear, Extra Absorbency Adult Diapers, Leak Protection, Medium, 19-Pack", "asin": "B073ZNR6FR", "price": "$29.99", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)", "asin": "B01MSZJW51", "price": "$26.91", "quantity": ""},
{"title": "Ultra Thin Sanitary Pantyliners (Regular, 15.5cm, 120 Counts) - Ultra Thin, Unscent...", "asin": "B0CPPMGL92", "price": "$19.90", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""}],
"comparison_items": [{"title": "Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97"},
{"title": "Always Infinity Feminine Pads for Women, Size 1 Regular, with Wings, unscented, 108ct", "asin": "B07PM8KFMT", "price": "$26.97"},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97"},
{"title": "Always Anti-Bunch Xtra Protection Daily Liners Long Unscented, Anti Bunch Helps You Feel Comfortable, 108 Count (Packaging May Vary)", "asin": "B008HQ8M6I", "price": "$7.97"},
{"title": "Always Daily Fresh Thin Liners, Regular Absorbency, Unscented Panty Liners, 216 Count (Packaging May Vary)", "asin": "B07QTDSYZ9", "price": "$9.97"},
{"title": "Amazon Basics Maxi Pads For Women- Thick, Super Absorbency, Unscented, 48 Count, 1 Pack (Previously Solimo)", "asin": "B09B7L2BPB", "price": "$5.42"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T01:41:02.579Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:07:29.951Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:09:31.002Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\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\": \"Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\", \"asin\": \"B00G8DDCEE\", \"price\": \"$7.97\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"quantity\": \"\"},\n{\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"quantity\": \"\"},\n{\"title\": \"Livlit Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Light Absorbency, Chlorine Free, Unscented, Hypoallergenic Panty Liners for Women (40 Count)\", \"asin\": \"B08ZJN632Z\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"INERTIA Organic Pads with Wings for Women Heavy Absorbency (10 Count) - The Most Organic Pads with The Best Absorbency, NO Petroleum-Based microplastic, Chlorine, or Fragrance. (Pack of 1)\", \"asin\": \"B0BMLHK3V4\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"LOLA Organic Cotton Pads, 36 Count - Ultra Thin Pad with Wings, Cotton Organic Pads for Women, HSA FSA Approved Products Feminine Care, Regular\", \"asin\": \"B0DG3L77RZ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"100% Organic Pads for Women 54ct, Ultra Thin Unscented Feminine Period-Pads with Wing, Regular Absorbency Sanitary Pad, Organic Cotton Pad Menstrual (Regular, Size 3, 54 Count)\", \"asin\": \"B0D73WGRCV\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Organyc - 100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)\", \"asin\": \"B075QCHR9T\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Organyc 100% Certified Organic Cotton Feminine Pads with Wings, Heavy Flow/Absorbency, 10 Count (Pack of 6)\", \"asin\": \"B075QBSMGW\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"EASYDAY Heavy Flow(2-in-1 Period & Light Bladder Leakage Feminine Pads) with Wings, Sensitive Skins, Unscented, Breathable, Ultra Thin Innovative Leak Guard, Individually Wrapped [Patented] (14)\", \"asin\": \"B09V8CPXFM\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Pixie Feminine Wipes - Flushable, Biodegradable, & Ph Balanced - Best Individually Wrapped Packet Wipes for On The Go & Public Bathrooms - Wash, & Cleaner For Your Menstrual Cups & Discs (20 Count)\", \"asin\": \"\", \"price\": \"$13.95\", \"quantity\": \"\"},\n{\"title\": \"Always Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)\", \"asin\": \"\", \"price\": \"$20.94\", \"quantity\": \"\"},\n{\"title\": \"Love Wellness Intimate Skin Support I UTI Prevention and Cleanser Spray I Odor Removal & Itch Relief, Hypochlorous Acid Formula, pH-Balanced & Fragrance-Free, 4 fl oz\", \"asin\": \"\", \"price\": \"$19.86\", \"quantity\": \"\"},\n{\"title\": \"HJTHJT 500ML Essential Oil Diffuser: Aroma Diffuser with Remote Control for Hotel Spa Yoga Room - Humidifier with 14 Colors LED Night Light for Bedroom Home Relaxation\", \"asin\": \"\", \"price\": \"$26.39\", \"quantity\": \"\"},\n{\"title\": \"U by Kotex Balance Ultra Thin Pads with Wings, Regular Absorbency, 50 Count (Packaging May Vary)\", \"asin\": \"\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct\", \"asin\": \"\", \"price\": \"$11.47\", \"quantity\": \"\"},\n{\"title\": \"Carefree Panty Liners for Women, Regular, Wrapped, Unscented, 54ct | Pantiliners, Carefree Liners, Daily Liners for Women, Light Periods and Leaks, 8-Hour Odor Control | 54ct (Packaging May Vary)\", \"asin\": \"\", \"price\": \"$3.34\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Menstrual Pads for Women With Flexi-Wings, Long Length, Size 2, Super Absorbency, 32 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$5.07\", \"quantity\": \"\"},\n{\"title\": \"Tampax Pearl Tampons Trio Pack, with LeakGuard Braid, Regular/Super/Super Plus Absorbency, Unscented, 47 Count (Packaging May Vary)\", \"asin\": \"\", \"price\": \"$10.47\", \"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\": \"Always Maxi Pads Size 2 Long Super Absorbency Unscented with Wings, 42 Count (Pack of 2)\", \"asin\": \"\", \"price\": \"$15.94\", \"quantity\": \"\"},\n{\"title\": \"Post-it Super Sticky Notes, 3x3 in, 6 Pads, 2X The Sticking Power, Energy Boost Collection, Bright Colors (Orange, Pink, Blue, Green),Recyclable (654-6SSAU)\", \"asin\": \"\", \"price\": \"$6.89\", \"quantity\": \"\"},\n{\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"\", \"price\": \"$6.49\", \"quantity\": \"\"},\n{\"title\": \"(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad\", \"asin\": \"\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets\", \"asin\": \"\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad\", \"asin\": \"\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Joyberg 18 Pads Sticky Notes, 3x3\\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad\", \"asin\": \"\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)\", \"asin\": \"\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color\", \"asin\": \"\", \"price\": \"$11.30\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 16 Pads 3x3 inches, Self-Sticky Note Pads Multi Colors, School Supplies Office Products, Writing Memo for Holiday Shop, Teacher Appreciation Xmas Gift and Daily Life Organization\", \"asin\": \"\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it Super Sticky Notes, Limited Edition Color Collection, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad\", \"asin\": \"\", \"price\": \"$14.49\", \"quantity\": \"\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, Lined, 4 in. x 6 in., 4 Pads, 45 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"\", \"price\": \"$7.64\", \"quantity\": \"\"},\n{\"title\": \"Post-it Super Sticky Lined Notes, 15 Sticky Note Pads, Multi-Size., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection\", \"asin\": \"\", \"price\": \"$8.39\", \"quantity\": \"\"},\n{\"title\": \"Convenience Kits International Women's Deluxe 10 Piece Kit with Travel Size TSA Compliant Essentials Featuring: Pantene Hair Products in Reusable Toiletry Zippered Bag\", \"asin\": \"\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"baleaf Women's Fleece Lined Leggings Thermal Warm Winter Tights High Waisted Yoga Pants Cold Weather with Pockets\", \"asin\": \"\", \"price\": \"$29.74\", \"quantity\": \"\"},\n{\"title\": \"BLACK+DECKER dustbuster Cordless Handheld Vacuum, Home and Car Vacuum (HHVI315JO42)\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"MRS. MEYER'S CLEAN DAY Liquid Hand Soap Refill, Cruelty Free and Biodegradable Formula, Lavender Scent, 33 Fl Oz (Pack of 1)\", \"asin\": \"\", \"price\": \"$7.54\", \"quantity\": \"\"},\n{\"title\": \"Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze\", \"asin\": \"\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Funko POP TV: Brooklyn Nine Nine - Charles Boyle - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display\", \"asin\": \"\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Tony's Chocolonely Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\", \"asin\": \"\", \"price\": \"$27.41\", \"quantity\": \"\"},\n{\"title\": \"Montana West Tote Bags Vegan Leather Purses and Handbags for Women Top Handle Ladies Shoulder Bags\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Fitvids Hex Dumbbells Rubber Coated Hand Weights Pairs for Exercises and Fitness, Multiple Sizes\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Strathmore 300 Series Charcoal Paper Pad, Top Wire Bound, 9x12 inches, 32 Sheets (64lb/95g) - Artist Paper for Adults and Students - Charcoal and Pastel\", \"asin\": \"\", \"price\": \"$8.04\", \"quantity\": \"\"},\n{\"title\": \"Frito Lay Baked & Popped Mix Variety Pack, (Pack of 40)\", \"asin\": \"\", \"price\": \"$17.48\", \"quantity\": \"\"},\n{\"title\": \"MCS Canvas Float Frames 18x24 Frame, Natural Woodgrain Frame for Finished Canvases, Vertical & Horizontal Wall Hanging Large Frame with Adhesive for Canvas Paintings (1-Pack)\", \"asin\": \"\", \"price\": \"$21.59\", \"quantity\": \"\"},\n{\"title\": \"UGREEN Revodok 105 USB C Hub 5 in 1 Multiport Adapter 4K HDMI, 100W Power Delivery, 3 USB-A Data Ports, USB C Dongle for MacBook Pro/Air, iPad Pro, iMac, iPhone 15 Pro/Pro Max, XPS, Thinkpad\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Staedtler Mars Plastic Eraser Refillable Holder, Includes Eraser (52850BK),Blue\", \"asin\": \"\", \"price\": \"$6.70\", \"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\": \"2025-04-12T01:41:15.902Z\", // 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
<|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": "Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97", "quantity": "1"}],
"promotion_items": [{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "quantity": ""},
{"title": "Livlit Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Light Absorbency, Chlorine Free, Unscented, Hypoallergenic Panty Liners for Women (40 Count)", "asin": "B08ZJN632Z", "price": "$9.99", "quantity": ""},
{"title": "INERTIA Organic Pads with Wings for Women Heavy Absorbency (10 Count) - The Most Organic Pads with The Best Absorbency, NO Petroleum-Based microplastic, Chlorine, or Fragrance. (Pack of 1)", "asin": "B0BMLHK3V4", "price": "$8.99", "quantity": ""},
{"title": "LOLA Organic Cotton Pads, 36 Count - Ultra Thin Pad with Wings, Cotton Organic Pads for Women, HSA FSA Approved Products Feminine Care, Regular", "asin": "B0DG3L77RZ", "price": "$23.97", "quantity": ""},
{"title": "100% Organic Pads for Women 54ct, Ultra Thin Unscented Feminine Period-Pads with Wing, Regular Absorbency Sanitary Pad, Organic Cotton Pad Menstrual (Regular, Size 3, 54 Count)", "asin": "B0D73WGRCV", "price": "$18.99", "quantity": ""},
{"title": "Organyc - 100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)", "asin": "B075QCHR9T", "price": "", "quantity": ""},
{"title": "Organyc 100% Certified Organic Cotton Feminine Pads with Wings, Heavy Flow/Absorbency, 10 Count (Pack of 6)", "asin": "B075QBSMGW", "price": "", "quantity": ""},
{"title": "EASYDAY Heavy Flow(2-in-1 Period & Light Bladder Leakage Feminine Pads) with Wings, Sensitive Skins, Unscented, Breathable, Ultra Thin Innovative Leak Guard, Individually Wrapped [Patented] (14)", "asin": "B09V8CPXFM", "price": "", "quantity": ""},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "", "price": "$8.97", "quantity": ""},
{"title": "Pixie Feminine Wipes - Flushable, Biodegradable, & Ph Balanced - Best Individually Wrapped Packet Wipes for On The Go & Public Bathrooms - Wash, & Cleaner For Your Menstrual Cups & Discs (20 Count)", "asin": "", "price": "$13.95", "quantity": ""},
{"title": "Always Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)", "asin": "", "price": "$20.94", "quantity": ""},
{"title": "Love Wellness Intimate Skin Support I UTI Prevention and Cleanser Spray I Odor Removal & Itch Relief, Hypochlorous Acid Formula, pH-Balanced & Fragrance-Free, 4 fl oz", "asin": "", "price": "$19.86", "quantity": ""},
{"title": "HJTHJT 500ML Essential Oil Diffuser: Aroma Diffuser with Remote Control for Hotel Spa Yoga Room - Humidifier with 14 Colors LED Night Light for Bedroom Home Relaxation", "asin": "", "price": "$26.39", "quantity": ""},
{"title": "U by Kotex Balance Ultra Thin Pads with Wings, Regular Absorbency, 50 Count (Packaging May Vary)", "asin": "", "price": "$8.99", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct", "asin": "", "price": "$11.47", "quantity": ""},
{"title": "Carefree Panty Liners for Women, Regular, Wrapped, Unscented, 54ct | Pantiliners, Carefree Liners, Daily Liners for Women, Light Periods and Leaks, 8-Hour Odor Control | 54ct (Packaging May Vary)", "asin": "", "price": "$3.34", "quantity": ""},
{"title": "Amazon Basics Menstrual Pads for Women With Flexi-Wings, Long Length, Size 2, Super Absorbency, 32 Count (Pack of 1)", "asin": "", "price": "$5.07", "quantity": ""},
{"title": "Tampax Pearl Tampons Trio Pack, with LeakGuard Braid, Regular/Super/Super Plus Absorbency, Unscented, 47 Count (Packaging May Vary)", "asin": "", "price": "$10.47", "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": "Always Maxi Pads Size 2 Long Super Absorbency Unscented with Wings, 42 Count (Pack of 2)", "asin": "", "price": "$15.94", "quantity": ""},
{"title": "Post-it Super Sticky Notes, 3x3 in, 6 Pads, 2X The Sticking Power, Energy Boost Collection, Bright Colors (Orange, Pink, Blue, Green),Recyclable (654-6SSAU)", "asin": "", "price": "$6.89", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "", "price": "$6.49", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "", "price": "$8.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad", "asin": "", "price": "$8.99", "quantity": ""},
{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "", "price": "$5.99", "quantity": ""},
{"title": "Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad", "asin": "", "price": "$6.99", "quantity": ""},
{"title": "Joyberg 18 Pads Sticky Notes, 3x3\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad", "asin": "", "price": "$4.99", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)", "asin": "", "price": "$5.68", "quantity": ""},
{"title": "Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color", "asin": "", "price": "$11.30", "quantity": ""},
{"title": "Sticky Notes 16 Pads 3x3 inches, Self-Sticky Note Pads Multi Colors, School Supplies Office Products, Writing Memo for Holiday Shop, Teacher Appreciation Xmas Gift and Daily Life Organization", "asin": "", "price": "$5.99", "quantity": ""},
{"title": "Post-it Super Sticky Notes, Limited Edition Color Collection, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad", "asin": "", "price": "$14.49", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, Lined, 4 in. x 6 in., 4 Pads, 45 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "", "price": "$7.64", "quantity": ""},
{"title": "Post-it Super Sticky Lined Notes, 15 Sticky Note Pads, Multi-Size., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection", "asin": "", "price": "$8.39", "quantity": ""},
{"title": "Convenience Kits International Women's Deluxe 10 Piece Kit with Travel Size TSA Compliant Essentials Featuring: Pantene Hair Products in Reusable Toiletry Zippered Bag", "asin": "", "price": "$11.38", "quantity": ""},
{"title": "baleaf Women's Fleece Lined Leggings Thermal Warm Winter Tights High Waisted Yoga Pants Cold Weather with Pockets", "asin": "", "price": "$29.74", "quantity": ""},
{"title": "BLACK+DECKER dustbuster Cordless Handheld Vacuum, Home and Car Vacuum (HHVI315JO42)", "asin": "", "price": "$39.99", "quantity": ""},
{"title": "MRS. MEYER'S CLEAN DAY Liquid Hand Soap Refill, Cruelty Free and Biodegradable Formula, Lavender Scent, 33 Fl Oz (Pack of 1)", "asin": "", "price": "$7.54", "quantity": ""},
{"title": "Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze", "asin": "", "price": "$54.99", "quantity": ""},
{"title": "Funko POP TV: Brooklyn Nine Nine - Charles Boyle - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display", "asin": "", "price": "$5.99", "quantity": ""},
{"title": "Tony's Chocolonely Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars", "asin": "", "price": "$27.41", "quantity": ""},
{"title": "Montana West Tote Bags Vegan Leather Purses and Handbags for Women Top Handle Ladies Shoulder Bags", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "Fitvids Hex Dumbbells Rubber Coated Hand Weights Pairs for Exercises and Fitness, Multiple Sizes", "asin": "", "price": "$99.99", "quantity": ""},
{"title": "Strathmore 300 Series Charcoal Paper Pad, Top Wire Bound, 9x12 inches, 32 Sheets (64lb/95g) - Artist Paper for Adults and Students - Charcoal and Pastel", "asin": "", "price": "$8.04", "quantity": ""},
{"title": "Frito Lay Baked & Popped Mix Variety Pack, (Pack of 40)", "asin": "", "price": "$17.48", "quantity": ""},
{"title": "MCS Canvas Float Frames 18x24 Frame, Natural Woodgrain Frame for Finished Canvases, Vertical & Horizontal Wall Hanging Large Frame with Adhesive for Canvas Paintings (1-Pack)", "asin": "", "price": "$21.59", "quantity": ""},
{"title": "UGREEN Revodok 105 USB C Hub 5 in 1 Multiport Adapter 4K HDMI, 100W Power Delivery, 3 USB-A Data Ports, USB C Dongle for MacBook Pro/Air, iPad Pro, iMac, iPhone 15 Pro/Pro Max, XPS, Thinkpad", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Staedtler Mars Plastic Eraser Refillable Holder, Includes Eraser (52850BK),Blue", "asin": "", "price": "$6.70", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T01:41:15.902Z", // 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>
|
2025-04-12T01:41:15.902Z
|
click
|
quantity
|
rule
|
2025-04-12T01:41:15.902Z
|
click
|
quantity
|
train
| 635 |
2025-04-12T01:41:15.902Z
|
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": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
<|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": "Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97", "quantity": "1"}],
"promotion_items": [{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "quantity": ""},
{"title": "Livlit Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Light Absorbency, Chlorine Free, Unscented, Hypoallergenic Panty Liners for Women (40 Count)", "asin": "B08ZJN632Z", "price": "$9.99", "quantity": ""},
{"title": "INERTIA Organic Pads with Wings for Women Heavy Absorbency (10 Count) - The Most Organic Pads with The Best Absorbency, NO Petroleum-Based microplastic, Chlorine, or Fragrance. (Pack of 1)", "asin": "B0BMLHK3V4", "price": "$8.99", "quantity": ""},
{"title": "LOLA Organic Cotton Pads, 36 Count - Ultra Thin Pad with Wings, Cotton Organic Pads for Women, HSA FSA Approved Products Feminine Care, Regular", "asin": "B0DG3L77RZ", "price": "$23.97", "quantity": ""},
{"title": "100% Organic Pads for Women 54ct, Ultra Thin Unscented Feminine Period-Pads with Wing, Regular Absorbency Sanitary Pad, Organic Cotton Pad Menstrual (Regular, Size 3, 54 Count)", "asin": "B0D73WGRCV", "price": "$18.99", "quantity": ""},
{"title": "Organyc - 100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)", "asin": "B075QCHR9T", "price": "", "quantity": ""},
{"title": "Organyc 100% Certified Organic Cotton Feminine Pads with Wings, Heavy Flow/Absorbency, 10 Count (Pack of 6)", "asin": "B075QBSMGW", "price": "", "quantity": ""},
{"title": "EASYDAY Heavy Flow(2-in-1 Period & Light Bladder Leakage Feminine Pads) with Wings, Sensitive Skins, Unscented, Breathable, Ultra Thin Innovative Leak Guard, Individually Wrapped [Patented] (14)", "asin": "B09V8CPXFM", "price": "", "quantity": ""},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "", "price": "$8.97", "quantity": ""},
{"title": "Pixie Feminine Wipes - Flushable, Biodegradable, & Ph Balanced - Best Individually Wrapped Packet Wipes for On The Go & Public Bathrooms - Wash, & Cleaner For Your Menstrual Cups & Discs (20 Count)", "asin": "", "price": "$13.95", "quantity": ""},
{"title": "Always Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)", "asin": "", "price": "$20.94", "quantity": ""},
{"title": "Love Wellness Intimate Skin Support I UTI Prevention and Cleanser Spray I Odor Removal & Itch Relief, Hypochlorous Acid Formula, pH-Balanced & Fragrance-Free, 4 fl oz", "asin": "", "price": "$19.86", "quantity": ""},
{"title": "HJTHJT 500ML Essential Oil Diffuser: Aroma Diffuser with Remote Control for Hotel Spa Yoga Room - Humidifier with 14 Colors LED Night Light for Bedroom Home Relaxation", "asin": "", "price": "$26.39", "quantity": ""},
{"title": "U by Kotex Balance Ultra Thin Pads with Wings, Regular Absorbency, 50 Count (Packaging May Vary)", "asin": "", "price": "$8.99", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct", "asin": "", "price": "$11.47", "quantity": ""},
{"title": "Carefree Panty Liners for Women, Regular, Wrapped, Unscented, 54ct | Pantiliners, Carefree Liners, Daily Liners for Women, Light Periods and Leaks, 8-Hour Odor Control | 54ct (Packaging May Vary)", "asin": "", "price": "$3.34", "quantity": ""},
{"title": "Amazon Basics Menstrual Pads for Women With Flexi-Wings, Long Length, Size 2, Super Absorbency, 32 Count (Pack of 1)", "asin": "", "price": "$5.07", "quantity": ""},
{"title": "Tampax Pearl Tampons Trio Pack, with LeakGuard Braid, Regular/Super/Super Plus Absorbency, Unscented, 47 Count (Packaging May Vary)", "asin": "", "price": "$10.47", "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": "Always Maxi Pads Size 2 Long Super Absorbency Unscented with Wings, 42 Count (Pack of 2)", "asin": "", "price": "$15.94", "quantity": ""},
{"title": "Post-it Super Sticky Notes, 3x3 in, 6 Pads, 2X The Sticking Power, Energy Boost Collection, Bright Colors (Orange, Pink, Blue, Green),Recyclable (654-6SSAU)", "asin": "", "price": "$6.89", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "", "price": "$6.49", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "", "price": "$8.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad", "asin": "", "price": "$8.99", "quantity": ""},
{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "", "price": "$5.99", "quantity": ""},
{"title": "Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad", "asin": "", "price": "$6.99", "quantity": ""},
{"title": "Joyberg 18 Pads Sticky Notes, 3x3\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad", "asin": "", "price": "$4.99", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)", "asin": "", "price": "$5.68", "quantity": ""},
{"title": "Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color", "asin": "", "price": "$11.30", "quantity": ""},
{"title": "Sticky Notes 16 Pads 3x3 inches, Self-Sticky Note Pads Multi Colors, School Supplies Office Products, Writing Memo for Holiday Shop, Teacher Appreciation Xmas Gift and Daily Life Organization", "asin": "", "price": "$5.99", "quantity": ""},
{"title": "Post-it Super Sticky Notes, Limited Edition Color Collection, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad", "asin": "", "price": "$14.49", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, Lined, 4 in. x 6 in., 4 Pads, 45 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "", "price": "$7.64", "quantity": ""},
{"title": "Post-it Super Sticky Lined Notes, 15 Sticky Note Pads, Multi-Size., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection", "asin": "", "price": "$8.39", "quantity": ""},
{"title": "Convenience Kits International Women's Deluxe 10 Piece Kit with Travel Size TSA Compliant Essentials Featuring: Pantene Hair Products in Reusable Toiletry Zippered Bag", "asin": "", "price": "$11.38", "quantity": ""},
{"title": "baleaf Women's Fleece Lined Leggings Thermal Warm Winter Tights High Waisted Yoga Pants Cold Weather with Pockets", "asin": "", "price": "$29.74", "quantity": ""},
{"title": "BLACK+DECKER dustbuster Cordless Handheld Vacuum, Home and Car Vacuum (HHVI315JO42)", "asin": "", "price": "$39.99", "quantity": ""},
{"title": "MRS. MEYER'S CLEAN DAY Liquid Hand Soap Refill, Cruelty Free and Biodegradable Formula, Lavender Scent, 33 Fl Oz (Pack of 1)", "asin": "", "price": "$7.54", "quantity": ""},
{"title": "Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze", "asin": "", "price": "$54.99", "quantity": ""},
{"title": "Funko POP TV: Brooklyn Nine Nine - Charles Boyle - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display", "asin": "", "price": "$5.99", "quantity": ""},
{"title": "Tony's Chocolonely Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars", "asin": "", "price": "$27.41", "quantity": ""},
{"title": "Montana West Tote Bags Vegan Leather Purses and Handbags for Women Top Handle Ladies Shoulder Bags", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "Fitvids Hex Dumbbells Rubber Coated Hand Weights Pairs for Exercises and Fitness, Multiple Sizes", "asin": "", "price": "$99.99", "quantity": ""},
{"title": "Strathmore 300 Series Charcoal Paper Pad, Top Wire Bound, 9x12 inches, 32 Sheets (64lb/95g) - Artist Paper for Adults and Students - Charcoal and Pastel", "asin": "", "price": "$8.04", "quantity": ""},
{"title": "Frito Lay Baked & Popped Mix Variety Pack, (Pack of 40)", "asin": "", "price": "$17.48", "quantity": ""},
{"title": "MCS Canvas Float Frames 18x24 Frame, Natural Woodgrain Frame for Finished Canvases, Vertical & Horizontal Wall Hanging Large Frame with Adhesive for Canvas Paintings (1-Pack)", "asin": "", "price": "$21.59", "quantity": ""},
{"title": "UGREEN Revodok 105 USB C Hub 5 in 1 Multiport Adapter 4K HDMI, 100W Power Delivery, 3 USB-A Data Ports, USB C Dongle for MacBook Pro/Air, iPad Pro, iMac, iPhone 15 Pro/Pro Max, XPS, Thinkpad", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Staedtler Mars Plastic Eraser Refillable Holder, Includes Eraser (52850BK),Blue", "asin": "", "price": "$6.70", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T01:41:15.902Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:07:29.951Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:09:31.002Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"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\": \"always+ultra+thin+pads\"}],\n\"product_details\": [{\"asin\": \"B00G8DDCEE\"},\n{\"title\": \"Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\"},\n{\"price\": \"$7.97\"},\n{\"bullet_list\": \"GET UP TO 100% LEAK FREE COMFORT with Always Ultra Thin ABSORBS 3X FASTER (Always Ultra Thin size 2 vs leading size 2 store brand pad) ABSORBS MORE vs previous Always Ultra Thin FEEL CLEAN & DRY with RapidDRY technology that absorbs in seconds LONG LASTING PROTECTION with LeakGUARD technology that locks in leaks PREVENT UNWANTED ODORS with OdorLOCK to help you feel fresh and clean UP TO 8 HOURS PROTECTION FSA/HSA Eligible Save up to 20% Cover out of pocket expenses with pre-tax dollars *Estimates federal tax only and will vary based on personal income. Plan details may vary so speak with your health plan or benefits provider about eligibility\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Size 3\"},\n{\"Unit Count\": \"42\"}],\n\"promotion_items\": [{\"title\": \"Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)\", \"asin\": \"B01MSZJW51\", \"price\": \"$26.91\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"quantity\": \"\"},\n{\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"quantity\": \"\"},\n{\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n{\"title\": \"Always Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.07\", \"quantity\": \"\"},\n{\"title\": \"Always Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\", \"asin\": \"B0001KOCGC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, ...\", \"asin\": \"B0CGRGZ7R1\", \"price\": \"$23.50\", \"quantity\": \"\"},\n{\"title\": \"LivDry Overnight Protective Underwear XL Size Count: 48\", \"asin\": \"B018W7KUT8\", \"price\": \"$75.99\", \"quantity\": \"\"},\n{\"title\": \"Attn: Grace Hybrid Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Light Bladder Leaks & Sensitive Skin\", \"asin\": \"B0949KXBJY\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"LivDry Adult Incontinence Underwear, Extra Absorbency Adult Diapers, Leak Protection, Medium, 19-Pack\", \"asin\": \"B073ZNR6FR\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)\", \"asin\": \"B01MSZJW51\", \"price\": \"$26.91\", \"quantity\": \"\"},\n{\"title\": \"Ultra Thin Sanitary Pantyliners (Regular, 15.5cm, 120 Counts) - Ultra Thin, Unscent...\", \"asin\": \"B0CPPMGL92\", \"price\": \"$19.90\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\", \"asin\": \"B00G8DDCEE\", \"price\": \"$7.97\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Size 1 Regular, with Wings, unscented, 108ct\", \"asin\": \"B07PM8KFMT\", \"price\": \"$26.97\"},\n{\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\"},\n{\"title\": \"Always Anti-Bunch Xtra Protection Daily Liners Long Unscented, Anti Bunch Helps You Feel Comfortable, 108 Count (Packaging May Vary)\", \"asin\": \"B008HQ8M6I\", \"price\": \"$7.97\"},\n{\"title\": \"Always Daily Fresh Thin Liners, Regular Absorbency, Unscented Panty Liners, 216 Count (Packaging May Vary)\", \"asin\": \"B07QTDSYZ9\", \"price\": \"$9.97\"},\n{\"title\": \"Amazon Basics Maxi Pads For Women- Thick, Super Absorbency, Unscented, 48 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B09B7L2BPB\", \"price\": \"$5.42\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T01:41:21.981Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T01:41:15.902Z", "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": "always+ultra+thin+pads"}],
"product_details": [{"asin": "B00G8DDCEE"},
{"title": "Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)"},
{"price": "$7.97"},
{"bullet_list": "GET UP TO 100% LEAK FREE COMFORT with Always Ultra Thin ABSORBS 3X FASTER (Always Ultra Thin size 2 vs leading size 2 store brand pad) ABSORBS MORE vs previous Always Ultra Thin FEEL CLEAN & DRY with RapidDRY technology that absorbs in seconds LONG LASTING PROTECTION with LeakGUARD technology that locks in leaks PREVENT UNWANTED ODORS with OdorLOCK to help you feel fresh and clean UP TO 8 HOURS PROTECTION FSA/HSA Eligible Save up to 20% Cover out of pocket expenses with pre-tax dollars *Estimates federal tax only and will vary based on personal income. Plan details may vary so speak with your health plan or benefits provider about eligibility"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "Size 3"},
{"Unit Count": "42"}],
"promotion_items": [{"title": "Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)", "asin": "B01MSZJW51", "price": "$26.91", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "Always Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "quantity": ""},
{"title": "Always Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary", "asin": "B0001KOCGC", "price": "$9.99", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, ...", "asin": "B0CGRGZ7R1", "price": "$23.50", "quantity": ""},
{"title": "LivDry Overnight Protective Underwear XL Size Count: 48", "asin": "B018W7KUT8", "price": "$75.99", "quantity": ""},
{"title": "Attn: Grace Hybrid Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Light Bladder Leaks & Sensitive Skin", "asin": "B0949KXBJY", "price": "$16.97", "quantity": ""},
{"title": "LivDry Adult Incontinence Underwear, Extra Absorbency Adult Diapers, Leak Protection, Medium, 19-Pack", "asin": "B073ZNR6FR", "price": "$29.99", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)", "asin": "B01MSZJW51", "price": "$26.91", "quantity": ""},
{"title": "Ultra Thin Sanitary Pantyliners (Regular, 15.5cm, 120 Counts) - Ultra Thin, Unscent...", "asin": "B0CPPMGL92", "price": "$19.90", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""}],
"comparison_items": [{"title": "Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97"},
{"title": "Always Infinity Feminine Pads for Women, Size 1 Regular, with Wings, unscented, 108ct", "asin": "B07PM8KFMT", "price": "$26.97"},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97"},
{"title": "Always Anti-Bunch Xtra Protection Daily Liners Long Unscented, Anti Bunch Helps You Feel Comfortable, 108 Count (Packaging May Vary)", "asin": "B008HQ8M6I", "price": "$7.97"},
{"title": "Always Daily Fresh Thin Liners, Regular Absorbency, Unscented Panty Liners, 216 Count (Packaging May Vary)", "asin": "B07QTDSYZ9", "price": "$9.97"},
{"title": "Amazon Basics Maxi Pads For Women- Thick, Super Absorbency, Unscented, 48 Count, 1 Pack (Previously Solimo)", "asin": "B09B7L2BPB", "price": "$5.42"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T01:41:21.981Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-12T01:41:21.981Z
|
click
|
product_option
|
rule
|
2025-04-12T01:41:21.981Z
|
click
|
product_option
|
train
| 636 |
2025-04-12T01:41:21.981Z
|
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": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T01:41:15.902Z", "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": "always+ultra+thin+pads"}],
"product_details": [{"asin": "B00G8DDCEE"},
{"title": "Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)"},
{"price": "$7.97"},
{"bullet_list": "GET UP TO 100% LEAK FREE COMFORT with Always Ultra Thin ABSORBS 3X FASTER (Always Ultra Thin size 2 vs leading size 2 store brand pad) ABSORBS MORE vs previous Always Ultra Thin FEEL CLEAN & DRY with RapidDRY technology that absorbs in seconds LONG LASTING PROTECTION with LeakGUARD technology that locks in leaks PREVENT UNWANTED ODORS with OdorLOCK to help you feel fresh and clean UP TO 8 HOURS PROTECTION FSA/HSA Eligible Save up to 20% Cover out of pocket expenses with pre-tax dollars *Estimates federal tax only and will vary based on personal income. Plan details may vary so speak with your health plan or benefits provider about eligibility"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "Size 3"},
{"Unit Count": "42"}],
"promotion_items": [{"title": "Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)", "asin": "B01MSZJW51", "price": "$26.91", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "Always Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "quantity": ""},
{"title": "Always Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary", "asin": "B0001KOCGC", "price": "$9.99", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, ...", "asin": "B0CGRGZ7R1", "price": "$23.50", "quantity": ""},
{"title": "LivDry Overnight Protective Underwear XL Size Count: 48", "asin": "B018W7KUT8", "price": "$75.99", "quantity": ""},
{"title": "Attn: Grace Hybrid Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Light Bladder Leaks & Sensitive Skin", "asin": "B0949KXBJY", "price": "$16.97", "quantity": ""},
{"title": "LivDry Adult Incontinence Underwear, Extra Absorbency Adult Diapers, Leak Protection, Medium, 19-Pack", "asin": "B073ZNR6FR", "price": "$29.99", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)", "asin": "B01MSZJW51", "price": "$26.91", "quantity": ""},
{"title": "Ultra Thin Sanitary Pantyliners (Regular, 15.5cm, 120 Counts) - Ultra Thin, Unscent...", "asin": "B0CPPMGL92", "price": "$19.90", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""}],
"comparison_items": [{"title": "Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97"},
{"title": "Always Infinity Feminine Pads for Women, Size 1 Regular, with Wings, unscented, 108ct", "asin": "B07PM8KFMT", "price": "$26.97"},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97"},
{"title": "Always Anti-Bunch Xtra Protection Daily Liners Long Unscented, Anti Bunch Helps You Feel Comfortable, 108 Count (Packaging May Vary)", "asin": "B008HQ8M6I", "price": "$7.97"},
{"title": "Always Daily Fresh Thin Liners, Regular Absorbency, Unscented Panty Liners, 216 Count (Packaging May Vary)", "asin": "B07QTDSYZ9", "price": "$9.97"},
{"title": "Amazon Basics Maxi Pads For Women- Thick, Super Absorbency, Unscented, 48 Count, 1 Pack (Previously Solimo)", "asin": "B09B7L2BPB", "price": "$5.42"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T01:41:21.981Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:07:29.951Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:09:31.002Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"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\": \"always+ultra+thin+pads\"}],\n\"product_details\": [{\"asin\": \"B06XWH939X\"},\n{\"title\": \"Always Pads Ultra Thin Size 3-28 Count Extra Long Super (2 Pack)\"},\n{\"price\": \"$17.79\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Super (Size 3)\"},\n{\"Unit Count\": \"2.0\"}],\n\"promotion_items\": [{\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"quantity\": \"\"},\n{\"title\": \"Always Radiant Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Lightly Scented, 26 Count x 3 Packs (78 Count total) (Packaging May Vary)\", \"asin\": \"B01HODORIQ\", \"price\": \"$25.33\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n{\"title\": \"Always Radiant Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Flexfoam, With Wings, Light Clean Scent, 30 Count x 3 Packs (90 Count total)\", \"asin\": \"B01HODORZ4\", \"price\": \"$26.91\", \"quantity\": \"\"},\n{\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"quantity\": \"\"},\n{\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Super Long Overnight Pads Sanitary Pads, 100% Organic Cotton from Texas, Heavy Abso...\", \"asin\": \"B0CDZNMHNR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Ultra Thin Sanitary Pads Overnight - 100% Organic Texan Cotton Cover with Wings (35...\", \"asin\": \"B0CGRQYNW7\", \"price\": \"$23.50\", \"quantity\": \"\"},\n{\"title\": \"LivDry Ultimate XL Adult Incontinence Underwear, Max Absorbent Adult Diapers with Leak Protection, X-Large, 12-Pack\", \"asin\": \"B07FF6PVGJ\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"LivDry Adult Incontinence Underwear, Extra Absorbency Adult Diapers, Leak Protection, Medium, 19-Pack\", \"asin\": \"B073ZNR6FR\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"quantity\": \"\"},\n{\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Always Pads Ultra Thin Size 3-28 Count Extra Long Super (2 Pack)\", \"asin\": \"B06XWH939X\", \"price\": \"$17.79\"},\n{\"title\": \"Always Pads Ultra Thin Size 5-24 Count (2 Pack)\", \"asin\": \"B01BLSYKU0\", \"price\": \"$26.90\"},\n{\"title\": \"Amazon Basics Ultra Thin Pads with Flexi-Wings for Periods, Extra Long Length, Super Absorbency, Unscented, Size 3, 28 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B093WP1C1H\", \"price\": \"$5.28\"},\n{\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\"},\n{\"title\": \"Always Pads Ultra Thin Size 3-28 Count Extra Long Super (3 Pack)\", \"asin\": \"B078XLQB6Y\", \"price\": \"$32.48\"},\n{\"title\": \"Always Pads Size 4 Maxi 26 Count Overnight (Pack of 6)\", \"asin\": \"B079VR4JSR\", \"price\": \"$60.83\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T01:41:28.560Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "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": "always+ultra+thin+pads"}],
"product_details": [{"asin": "B06XWH939X"},
{"title": "Always Pads Ultra Thin Size 3-28 Count Extra Long Super (2 Pack)"},
{"price": "$17.79"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Super (Size 3)"},
{"Unit Count": "2.0"}],
"promotion_items": [{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Radiant Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Lightly Scented, 26 Count x 3 Packs (78 Count total) (Packaging May Vary)", "asin": "B01HODORIQ", "price": "$25.33", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "Always Radiant Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Flexfoam, With Wings, Light Clean Scent, 30 Count x 3 Packs (90 Count total)", "asin": "B01HODORZ4", "price": "$26.91", "quantity": ""},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "quantity": ""},
{"title": "Super Long Overnight Pads Sanitary Pads, 100% Organic Cotton from Texas, Heavy Abso...", "asin": "B0CDZNMHNR", "price": "$9.99", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Overnight - 100% Organic Texan Cotton Cover with Wings (35...", "asin": "B0CGRQYNW7", "price": "$23.50", "quantity": ""},
{"title": "LivDry Ultimate XL Adult Incontinence Underwear, Max Absorbent Adult Diapers with Leak Protection, X-Large, 12-Pack", "asin": "B07FF6PVGJ", "price": "$36.99", "quantity": ""},
{"title": "LivDry Adult Incontinence Underwear, Extra Absorbency Adult Diapers, Leak Protection, Medium, 19-Pack", "asin": "B073ZNR6FR", "price": "$29.99", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "quantity": ""}],
"comparison_items": [{"title": "Always Pads Ultra Thin Size 3-28 Count Extra Long Super (2 Pack)", "asin": "B06XWH939X", "price": "$17.79"},
{"title": "Always Pads Ultra Thin Size 5-24 Count (2 Pack)", "asin": "B01BLSYKU0", "price": "$26.90"},
{"title": "Amazon Basics Ultra Thin Pads with Flexi-Wings for Periods, Extra Long Length, Super Absorbency, Unscented, Size 3, 28 Count, 1 Pack (Previously Solimo)", "asin": "B093WP1C1H", "price": "$5.28"},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97"},
{"title": "Always Pads Ultra Thin Size 3-28 Count Extra Long Super (3 Pack)", "asin": "B078XLQB6Y", "price": "$32.48"},
{"title": "Always Pads Size 4 Maxi 26 Count Overnight (Pack of 6)", "asin": "B079VR4JSR", "price": "$60.83"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T01:41:28.560Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-12T01:41:28.560Z
|
click
|
product_option
|
rule
|
2025-04-12T01:41:28.560Z
|
click
|
product_option
|
train
| 637 |
2025-04-12T01:41:28.560Z
|
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": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "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": "always+ultra+thin+pads"}],
"product_details": [{"asin": "B06XWH939X"},
{"title": "Always Pads Ultra Thin Size 3-28 Count Extra Long Super (2 Pack)"},
{"price": "$17.79"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Super (Size 3)"},
{"Unit Count": "2.0"}],
"promotion_items": [{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Radiant Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Lightly Scented, 26 Count x 3 Packs (78 Count total) (Packaging May Vary)", "asin": "B01HODORIQ", "price": "$25.33", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "Always Radiant Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Flexfoam, With Wings, Light Clean Scent, 30 Count x 3 Packs (90 Count total)", "asin": "B01HODORZ4", "price": "$26.91", "quantity": ""},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "quantity": ""},
{"title": "Super Long Overnight Pads Sanitary Pads, 100% Organic Cotton from Texas, Heavy Abso...", "asin": "B0CDZNMHNR", "price": "$9.99", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Overnight - 100% Organic Texan Cotton Cover with Wings (35...", "asin": "B0CGRQYNW7", "price": "$23.50", "quantity": ""},
{"title": "LivDry Ultimate XL Adult Incontinence Underwear, Max Absorbent Adult Diapers with Leak Protection, X-Large, 12-Pack", "asin": "B07FF6PVGJ", "price": "$36.99", "quantity": ""},
{"title": "LivDry Adult Incontinence Underwear, Extra Absorbency Adult Diapers, Leak Protection, Medium, 19-Pack", "asin": "B073ZNR6FR", "price": "$29.99", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "quantity": ""}],
"comparison_items": [{"title": "Always Pads Ultra Thin Size 3-28 Count Extra Long Super (2 Pack)", "asin": "B06XWH939X", "price": "$17.79"},
{"title": "Always Pads Ultra Thin Size 5-24 Count (2 Pack)", "asin": "B01BLSYKU0", "price": "$26.90"},
{"title": "Amazon Basics Ultra Thin Pads with Flexi-Wings for Periods, Extra Long Length, Super Absorbency, Unscented, Size 3, 28 Count, 1 Pack (Previously Solimo)", "asin": "B093WP1C1H", "price": "$5.28"},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97"},
{"title": "Always Pads Ultra Thin Size 3-28 Count Extra Long Super (3 Pack)", "asin": "B078XLQB6Y", "price": "$32.48"},
{"title": "Always Pads Size 4 Maxi 26 Count Overnight (Pack of 6)", "asin": "B079VR4JSR", "price": "$60.83"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T01:41:28.560Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:07:29.951Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:09:31.002Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"always+ultra+thin+pads\"}],\n\"product_details\": [{\"asin\": \"B00G8DDCEE\"},\n{\"title\": \"Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\"},\n{\"price\": \"$7.97$7.97\"},\n{\"bullet_list\": \"GET UP TO 100% LEAK FREE COMFORT with Always Ultra Thin ABSORBS 3X FASTER (Always Ultra Thin size 2 vs leading size 2 store brand pad) ABSORBS MORE vs previous Always Ultra Thin FEEL CLEAN & DRY with RapidDRY technology that absorbs in seconds LONG LASTING PROTECTION with LeakGUARD technology that locks in leaks PREVENT UNWANTED ODORS with OdorLOCK to help you feel fresh and clean UP TO 8 HOURS PROTECTION FSA/HSA Eligible Save up to 20% Cover out of pocket expenses with pre-tax dollars *Estimates federal tax only and will vary based on personal income. Plan details may vary so speak with your health plan or benefits provider about eligibility\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Super (Size 3)\"},\n{\"Unit Count\": \"42\"}],\n\"promotion_items\": [{\"title\": \"Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)\", \"asin\": \"B01MSZJW51\", \"price\": \"$26.91\", \"quantity\": \"\"},\n{\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"quantity\": \"\"},\n{\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n{\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Always Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.07\", \"quantity\": \"\"},\n{\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm...\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"quantity\": \"\"},\n{\"title\": \"Ultra Thin Sanitary Pantyliners (Regular, 15.5cm, 120 Counts) - Ultra Thin, Unscent...\", \"asin\": \"B0CPPMGL92\", \"price\": \"$19.90\", \"quantity\": \"\"},\n{\"title\": \"LivDry Adult M Incontinence Underwear, Overnight Comfort Absorbency, Leak Protection, Medium, 17-Pack\", \"asin\": \"B07CZSQ5XC\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Attn: Grace Hybrid Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Light Bladder Leaks & Sensitive Skin\", \"asin\": \"B0949KXBJY\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)\", \"asin\": \"B01MSZJW51\", \"price\": \"$26.91\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"quantity\": \"\"},\n{\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\", \"asin\": \"B00G8DDCEE\", \"price\": \"$7.97\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Size 1 Regular, with Wings, unscented, 108ct\", \"asin\": \"B07PM8KFMT\", \"price\": \"$26.97\"},\n{\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\"},\n{\"title\": \"Always Anti-Bunch Xtra Protection Daily Liners Long Unscented, Anti Bunch Helps You Feel Comfortable, 108 Count (Packaging May Vary)\", \"asin\": \"B008HQ8M6I\", \"price\": \"$7.97\"},\n{\"title\": \"Always Daily Fresh Thin Liners, Regular Absorbency, Unscented Panty Liners, 216 Count (Packaging May Vary)\", \"asin\": \"B07QTDSYZ9\", \"price\": \"$9.97\"},\n{\"title\": \"Amazon Basics Maxi Pads For Women- Thick, Super Absorbency, Unscented, 48 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B09B7L2BPB\", \"price\": \"$5.42\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T17:22:04.530Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "always+ultra+thin+pads"}],
"product_details": [{"asin": "B00G8DDCEE"},
{"title": "Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)"},
{"price": "$7.97$7.97"},
{"bullet_list": "GET UP TO 100% LEAK FREE COMFORT with Always Ultra Thin ABSORBS 3X FASTER (Always Ultra Thin size 2 vs leading size 2 store brand pad) ABSORBS MORE vs previous Always Ultra Thin FEEL CLEAN & DRY with RapidDRY technology that absorbs in seconds LONG LASTING PROTECTION with LeakGUARD technology that locks in leaks PREVENT UNWANTED ODORS with OdorLOCK to help you feel fresh and clean UP TO 8 HOURS PROTECTION FSA/HSA Eligible Save up to 20% Cover out of pocket expenses with pre-tax dollars *Estimates federal tax only and will vary based on personal income. Plan details may vary so speak with your health plan or benefits provider about eligibility"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "Super (Size 3)"},
{"Unit Count": "42"}],
"promotion_items": [{"title": "Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)", "asin": "B01MSZJW51", "price": "$26.91", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "quantity": ""},
{"title": "Always Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm...", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "Ultra Thin Sanitary Pantyliners (Regular, 15.5cm, 120 Counts) - Ultra Thin, Unscent...", "asin": "B0CPPMGL92", "price": "$19.90", "quantity": ""},
{"title": "LivDry Adult M Incontinence Underwear, Overnight Comfort Absorbency, Leak Protection, Medium, 17-Pack", "asin": "B07CZSQ5XC", "price": "$33.99", "quantity": ""},
{"title": "Attn: Grace Hybrid Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Light Bladder Leaks & Sensitive Skin", "asin": "B0949KXBJY", "price": "$16.97", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)", "asin": "B01MSZJW51", "price": "$26.91", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "quantity": ""}],
"comparison_items": [{"title": "Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97"},
{"title": "Always Infinity Feminine Pads for Women, Size 1 Regular, with Wings, unscented, 108ct", "asin": "B07PM8KFMT", "price": "$26.97"},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97"},
{"title": "Always Anti-Bunch Xtra Protection Daily Liners Long Unscented, Anti Bunch Helps You Feel Comfortable, 108 Count (Packaging May Vary)", "asin": "B008HQ8M6I", "price": "$7.97"},
{"title": "Always Daily Fresh Thin Liners, Regular Absorbency, Unscented Panty Liners, 216 Count (Packaging May Vary)", "asin": "B07QTDSYZ9", "price": "$9.97"},
{"title": "Amazon Basics Maxi Pads For Women- Thick, Super Absorbency, Unscented, 48 Count, 1 Pack (Previously Solimo)", "asin": "B09B7L2BPB", "price": "$5.42"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T17:22:04.530Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-12T17:22:04.530Z
|
click
|
search
|
rule
|
2025-04-12T17:22:04.530Z
|
click
|
search
|
train
| 638 |
2025-04-12T17:22:04.530Z
|
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": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "always+ultra+thin+pads"}],
"product_details": [{"asin": "B00G8DDCEE"},
{"title": "Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)"},
{"price": "$7.97$7.97"},
{"bullet_list": "GET UP TO 100% LEAK FREE COMFORT with Always Ultra Thin ABSORBS 3X FASTER (Always Ultra Thin size 2 vs leading size 2 store brand pad) ABSORBS MORE vs previous Always Ultra Thin FEEL CLEAN & DRY with RapidDRY technology that absorbs in seconds LONG LASTING PROTECTION with LeakGUARD technology that locks in leaks PREVENT UNWANTED ODORS with OdorLOCK to help you feel fresh and clean UP TO 8 HOURS PROTECTION FSA/HSA Eligible Save up to 20% Cover out of pocket expenses with pre-tax dollars *Estimates federal tax only and will vary based on personal income. Plan details may vary so speak with your health plan or benefits provider about eligibility"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "Super (Size 3)"},
{"Unit Count": "42"}],
"promotion_items": [{"title": "Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)", "asin": "B01MSZJW51", "price": "$26.91", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "quantity": ""},
{"title": "Always Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm...", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "Ultra Thin Sanitary Pantyliners (Regular, 15.5cm, 120 Counts) - Ultra Thin, Unscent...", "asin": "B0CPPMGL92", "price": "$19.90", "quantity": ""},
{"title": "LivDry Adult M Incontinence Underwear, Overnight Comfort Absorbency, Leak Protection, Medium, 17-Pack", "asin": "B07CZSQ5XC", "price": "$33.99", "quantity": ""},
{"title": "Attn: Grace Hybrid Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Light Bladder Leaks & Sensitive Skin", "asin": "B0949KXBJY", "price": "$16.97", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)", "asin": "B01MSZJW51", "price": "$26.91", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "quantity": ""}],
"comparison_items": [{"title": "Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97"},
{"title": "Always Infinity Feminine Pads for Women, Size 1 Regular, with Wings, unscented, 108ct", "asin": "B07PM8KFMT", "price": "$26.97"},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97"},
{"title": "Always Anti-Bunch Xtra Protection Daily Liners Long Unscented, Anti Bunch Helps You Feel Comfortable, 108 Count (Packaging May Vary)", "asin": "B008HQ8M6I", "price": "$7.97"},
{"title": "Always Daily Fresh Thin Liners, Regular Absorbency, Unscented Panty Liners, 216 Count (Packaging May Vary)", "asin": "B07QTDSYZ9", "price": "$9.97"},
{"title": "Amazon Basics Maxi Pads For Women- Thick, Super Absorbency, Unscented, 48 Count, 1 Pack (Previously Solimo)", "asin": "B09B7L2BPB", "price": "$5.42"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T17:22:04.530Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:07:29.951Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:09:31.002Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:22:04.530Z\", \"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\": \"always+ultra+thin+pads\"}],\n\"product_details\": [{\"asin\": \"B00G8DDCEE\"},\n{\"title\": \"Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\"},\n{\"price\": \"$7.97$7.97\"},\n{\"bullet_list\": \"GET UP TO 100% LEAK FREE COMFORT with Always Ultra Thin ABSORBS 3X FASTER (Always Ultra Thin size 2 vs leading size 2 store brand pad) ABSORBS MORE vs previous Always Ultra Thin FEEL CLEAN & DRY with RapidDRY technology that absorbs in seconds LONG LASTING PROTECTION with LeakGUARD technology that locks in leaks PREVENT UNWANTED ODORS with OdorLOCK to help you feel fresh and clean UP TO 8 HOURS PROTECTION FSA/HSA Eligible Save up to 20% Cover out of pocket expenses with pre-tax dollars *Estimates federal tax only and will vary based on personal income. Plan details may vary so speak with your health plan or benefits provider about eligibility\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Super (Size 3)\"},\n{\"Unit Count\": \"42\"}],\n\"promotion_items\": [{\"title\": \"Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)\", \"asin\": \"B01MSZJW51\", \"price\": \"$26.91\", \"quantity\": \"\"},\n{\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"quantity\": \"\"},\n{\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n{\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Always Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.07\", \"quantity\": \"\"},\n{\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm...\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"quantity\": \"\"},\n{\"title\": \"Ultra Thin Sanitary Pantyliners (Regular, 15.5cm, 120 Counts) - Ultra Thin, Unscent...\", \"asin\": \"B0CPPMGL92\", \"price\": \"$19.90\", \"quantity\": \"\"},\n{\"title\": \"LivDry Adult M Incontinence Underwear, Overnight Comfort Absorbency, Leak Protection, Medium, 17-Pack\", \"asin\": \"B07CZSQ5XC\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Attn: Grace Hybrid Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Light Bladder Leaks & Sensitive Skin\", \"asin\": \"B0949KXBJY\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)\", \"asin\": \"B01MSZJW51\", \"price\": \"$26.91\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"quantity\": \"\"},\n{\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\", \"asin\": \"B00G8DDCEE\", \"price\": \"$7.97\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Size 1 Regular, with Wings, unscented, 108ct\", \"asin\": \"B07PM8KFMT\", \"price\": \"$26.97\"},\n{\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\"},\n{\"title\": \"Always Anti-Bunch Xtra Protection Daily Liners Long Unscented, Anti Bunch Helps You Feel Comfortable, 108 Count (Packaging May Vary)\", \"asin\": \"B008HQ8M6I\", \"price\": \"$7.97\"},\n{\"title\": \"Always Daily Fresh Thin Liners, Regular Absorbency, Unscented Panty Liners, 216 Count (Packaging May Vary)\", \"asin\": \"B07QTDSYZ9\", \"price\": \"$9.97\"},\n{\"title\": \"Amazon Basics Maxi Pads For Women- Thick, Super Absorbency, Unscented, 48 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B09B7L2BPB\", \"price\": \"$5.42\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T17:22:04.911Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T17:22:04.530Z", "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": "always+ultra+thin+pads"}],
"product_details": [{"asin": "B00G8DDCEE"},
{"title": "Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)"},
{"price": "$7.97$7.97"},
{"bullet_list": "GET UP TO 100% LEAK FREE COMFORT with Always Ultra Thin ABSORBS 3X FASTER (Always Ultra Thin size 2 vs leading size 2 store brand pad) ABSORBS MORE vs previous Always Ultra Thin FEEL CLEAN & DRY with RapidDRY technology that absorbs in seconds LONG LASTING PROTECTION with LeakGUARD technology that locks in leaks PREVENT UNWANTED ODORS with OdorLOCK to help you feel fresh and clean UP TO 8 HOURS PROTECTION FSA/HSA Eligible Save up to 20% Cover out of pocket expenses with pre-tax dollars *Estimates federal tax only and will vary based on personal income. Plan details may vary so speak with your health plan or benefits provider about eligibility"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "Super (Size 3)"},
{"Unit Count": "42"}],
"promotion_items": [{"title": "Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)", "asin": "B01MSZJW51", "price": "$26.91", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "quantity": ""},
{"title": "Always Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm...", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "Ultra Thin Sanitary Pantyliners (Regular, 15.5cm, 120 Counts) - Ultra Thin, Unscent...", "asin": "B0CPPMGL92", "price": "$19.90", "quantity": ""},
{"title": "LivDry Adult M Incontinence Underwear, Overnight Comfort Absorbency, Leak Protection, Medium, 17-Pack", "asin": "B07CZSQ5XC", "price": "$33.99", "quantity": ""},
{"title": "Attn: Grace Hybrid Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Light Bladder Leaks & Sensitive Skin", "asin": "B0949KXBJY", "price": "$16.97", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)", "asin": "B01MSZJW51", "price": "$26.91", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "quantity": ""}],
"comparison_items": [{"title": "Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97"},
{"title": "Always Infinity Feminine Pads for Women, Size 1 Regular, with Wings, unscented, 108ct", "asin": "B07PM8KFMT", "price": "$26.97"},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97"},
{"title": "Always Anti-Bunch Xtra Protection Daily Liners Long Unscented, Anti Bunch Helps You Feel Comfortable, 108 Count (Packaging May Vary)", "asin": "B008HQ8M6I", "price": "$7.97"},
{"title": "Always Daily Fresh Thin Liners, Regular Absorbency, Unscented Panty Liners, 216 Count (Packaging May Vary)", "asin": "B07QTDSYZ9", "price": "$9.97"},
{"title": "Amazon Basics Maxi Pads For Women- Thick, Super Absorbency, Unscented, 48 Count, 1 Pack (Previously Solimo)", "asin": "B09B7L2BPB", "price": "$5.42"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T17:22:04.911Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-12T17:22:04.911Z
|
click
|
search
|
rule
|
2025-04-12T17:22:04.911Z
|
click
|
search
|
train
| 639 |
2025-04-12T17:22:04.911Z
|
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": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T17:22:04.530Z", "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": "always+ultra+thin+pads"}],
"product_details": [{"asin": "B00G8DDCEE"},
{"title": "Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)"},
{"price": "$7.97$7.97"},
{"bullet_list": "GET UP TO 100% LEAK FREE COMFORT with Always Ultra Thin ABSORBS 3X FASTER (Always Ultra Thin size 2 vs leading size 2 store brand pad) ABSORBS MORE vs previous Always Ultra Thin FEEL CLEAN & DRY with RapidDRY technology that absorbs in seconds LONG LASTING PROTECTION with LeakGUARD technology that locks in leaks PREVENT UNWANTED ODORS with OdorLOCK to help you feel fresh and clean UP TO 8 HOURS PROTECTION FSA/HSA Eligible Save up to 20% Cover out of pocket expenses with pre-tax dollars *Estimates federal tax only and will vary based on personal income. Plan details may vary so speak with your health plan or benefits provider about eligibility"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "Super (Size 3)"},
{"Unit Count": "42"}],
"promotion_items": [{"title": "Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)", "asin": "B01MSZJW51", "price": "$26.91", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "quantity": ""},
{"title": "Always Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm...", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "Ultra Thin Sanitary Pantyliners (Regular, 15.5cm, 120 Counts) - Ultra Thin, Unscent...", "asin": "B0CPPMGL92", "price": "$19.90", "quantity": ""},
{"title": "LivDry Adult M Incontinence Underwear, Overnight Comfort Absorbency, Leak Protection, Medium, 17-Pack", "asin": "B07CZSQ5XC", "price": "$33.99", "quantity": ""},
{"title": "Attn: Grace Hybrid Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Light Bladder Leaks & Sensitive Skin", "asin": "B0949KXBJY", "price": "$16.97", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)", "asin": "B01MSZJW51", "price": "$26.91", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "quantity": ""}],
"comparison_items": [{"title": "Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97"},
{"title": "Always Infinity Feminine Pads for Women, Size 1 Regular, with Wings, unscented, 108ct", "asin": "B07PM8KFMT", "price": "$26.97"},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97"},
{"title": "Always Anti-Bunch Xtra Protection Daily Liners Long Unscented, Anti Bunch Helps You Feel Comfortable, 108 Count (Packaging May Vary)", "asin": "B008HQ8M6I", "price": "$7.97"},
{"title": "Always Daily Fresh Thin Liners, Regular Absorbency, Unscented Panty Liners, 216 Count (Packaging May Vary)", "asin": "B07QTDSYZ9", "price": "$9.97"},
{"title": "Amazon Basics Maxi Pads For Women- Thick, Super Absorbency, Unscented, 48 Count, 1 Pack (Previously Solimo)", "asin": "B09B7L2BPB", "price": "$5.42"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T17:22:04.911Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:07:29.951Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:09:31.002Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:22:04.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:04.911Z\", \"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\": \"always+ultra+thin+pads\"}],\n\"promotion_items\": [{\"title\": \"Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\\n14 Count\", \"asin\": \"B06XKB611F\", \"price\": \"$7.22\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n{\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"quantity\": \"\"},\n{\"title\": \"Always Pads Size 3 Infinity With Flex Foam (14 Count) Extra Heavy Flow (Pack of 3)\", \"asin\": \"B0752HQ2WC\", \"price\": \"$27.59\", \"quantity\": \"\"},\n{\"title\": \"Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, 56 Counts)\\n56 Count (Pack of 1)\", \"asin\": \"B0CGRGZ7R1\", \"price\": \"$23.50\", \"quantity\": \"\"},\n{\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\\n64 Count (Pack of 1)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"quantity\": \"\"},\n{\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n{\"title\": \"INERTIA Organic Pads with Wings for Women Heavy Absorbency (10 Count) - The Most Organic Pads with The Best Absorbency, NO Petroleum-Based microplastic, Chlorine, or Fragrance. (Pack of 1)\\n10 Count (Pack of 1)\", \"asin\": \"B0BMLHK3V4\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\\n14 Count\", \"asin\": \"B06XKB611F\", \"price\": \"$7.22\", \"quantity\": \"\"},\n{\"title\": \"Frida Mom Postpartum Pads, Leak Proof Feminine Care Maxi Pads, 6 Layers of Protection for Maximum Absorbency (18ct)\\n18 Count (Pack of 1)\", \"asin\": \"B0BL5T4QF2\", \"price\": \"$10.98\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 48 Count\", \"asin\": \"B0DCGPN7G8\"}],\n\"search_results\": [{\"title\": \"Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count\", \"asin\": \"B08VCNYXXH\", \"price\": \"$7.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 12 left in stock - order soon.\"},\n{\"title\": \"Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Ultra Thin Overnight Pads with Flexi-Wings, Size 4, Overnight, Unscented, 78 Count Total (3 Packs of 26)\", \"asin\": \"B01IZ5EHJG\", \"price\": \"$18.39\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\", \"asin\": \"B00G8DDCEE\", \"price\": \"$7.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)\", \"asin\": \"B01IZ5EYJO\", \"price\": \"$21.87\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)\", \"asin\": \"B00XQEOTMC\", \"price\": \"$26.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)\", \"asin\": \"B01MU1465C\", \"price\": \"$16.91\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)\", \"asin\": \"B00G8DDC44\", \"price\": \"$7.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Pads Ultra Thin Size 5-24 Count (3 Pack)\", \"asin\": \"B01IAIN0RI\", \"price\": \"$30.12\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 3 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Feminine Pads For Women, Size 5 Extra Heavy Overnight Absorbency, With Wings, Unscented, 24 Count\", \"asin\": \"B00I5H5XV6\", \"price\": \"$7.09\", \"delivery\": \" FREE delivery Today 5 PM - 7 PM on orders over $50\"},\n{\"title\": \"Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary\", \"asin\": \"B0094DJSKM\", \"price\": \"$10.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Thin Daily Panty Liners for Women, Light Absorbency, Unscented, 162 Count (Packaging May Vary)\", \"asin\": \"B003VD5TMM\", \"price\": \"$7.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)\", \"asin\": \"B0DR35MCS9\", \"price\": \"$26.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct\", \"asin\": \"B000QV76CI\", \"price\": \"$12.62\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Regular Size Ultra Thin Sanitary Pads, 100% Organic Cotton from Texas, Powerful Leak Protection, Unscented, Chlorine Free and Absorbency of Feminine Periods, Pads for Women (14 Count)\", \"asin\": \"B0CFG8VD9W\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Cardinal Health\\u2122 Quilted Premium Underpads, Wings\\u2122, Maximum Absorbency, 2X-Large, 40 X 57IN, Case of 30\", \"asin\": \"B0CZSC8RTP\", \"price\": \"$83.71\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Overnight Ultra Thin Incontinence & Postpartum Pads with Wings for Bladder Leaks, 8 Drop Extra Absorbent, Long Length, 20 Count\", \"asin\": \"B0DK7VD3P5\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Long Super Pads with Wings, Unscented, 88 Count\", \"asin\": \"B003UZSHPM\", \"price\": \"$24.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)\", \"asin\": \"B0BPLPWGCL\", \"price\": \"$20.94\", \"delivery\": \"\"},\n{\"title\": \"Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)\", \"asin\": \"B006R6U9SY\", \"price\": \"$7.68\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Incontinence Guards/Incontinence Pads for Men/Bladder Control Pads, Maximum Absorbency, 104 Count (2 Packs of 52), Packaging May Vary\", \"asin\": \"B01KOFCNP0\", \"price\": \"$26.49\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.21\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon.\"},\n{\"title\": \"Ultra Invisible Ultra Thin Long Pads with Wings, Discreet & Breathable Heavy Flow Pads for Women, Perfect Fit for All Body Types & Underwear Styles, 96 Count (6 Packs of 16)\", \"asin\": \"B0BJP8BQ13\", \"price\": \"$16.15\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Pads for Women, Regular With Wings, 112ct (4 Packs of 28ct) | Feminine Care, Period & Postpartum Pads\", \"asin\": \"B0CW7HF47W\", \"price\": \"$26.72\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Ultra Thin Pads Slender Flexi-Wings 36 Each\", \"asin\": \"B0012ROL0K\", \"price\": \"$14.99\", \"delivery\": \"$4.79 delivery Apr 21 - 22 Or fastest delivery Apr 16 - 21 Only 4 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Long Super Pads, 20 Count, (Pack of 2)\", \"asin\": \"B074JCBQWB\", \"price\": \"$15.81\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"Infinity Feminine Pads for Women, Size 4 Overnight, with wings, unscented, 38 Count\", \"asin\": \"B08HFNQWQP\", \"price\": \"$11.47\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Infinity Feminine Pads for Women, Size 5 Extra Heavy Overnight, with Wings, unscented, 30 Count\", \"asin\": \"B07QNZDWHN\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Plus | Long Length Incontinence Bladder Control Pads | Ultimate Absorbency | 90 Count (2 packs or 45)\", \"asin\": \"B07BLKNZZ2\", \"price\": \"$38.40\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Ultra Thin Pads for Women, Overnight Pads With Wings, 120ct (3 Packs of 40ct) | Carefree Pads, Feminine Care, Period Pads & Postpartum Pads | 120ct (3 Packs of 40ct)\", \"asin\": \"B0CW7KCV4Q\", \"price\": \"$26.94\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Premium Incontinence Pads for Women - Discreet, Individually Wrapped Liners - Moderate Absorbency, Ergonomic Design for Comfort, Leak Protection - 20 Count (Pack of 1)\", \"asin\": \"B09L36MTMX\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count\", \"asin\": \"B01KL1DOTG\", \"price\": \"$6.29\", \"delivery\": \" FREE delivery Today 5 PM - 7 PM on orders over $50\"},\n{\"title\": \"Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)\", \"asin\": \"B01IULATV0\", \"price\": \"$26.91\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Always Ultra Thin Size 4 Overnight Pads with Wings Unscented 80 Ct.\", \"asin\": \"B08RDPL244\", \"price\": \"$26.00\", \"delivery\": \"FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon.\"},\n{\"title\": \"Maxi Overnight Pads with Wings for Women, Size 5, Extra Heavy Overnight Absorbency, Unscented, 36 Count (Packaging May Vary)\", \"asin\": \"B01M1BLRC1\", \"price\": \"$10.47\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Ultra Thin Size 3 Extra Long Super Pads with Wings Unscented, 28 Count\", \"asin\": \"B01NH7J7QO\", \"price\": \"$7.09\", \"delivery\": \" FREE delivery Today 5 PM - 7 PM on orders over $50\"},\n{\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)\", \"asin\": \"B07PPCRLHD\", \"price\": \"$23.94\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)\", \"asin\": \"B001DWNTBG\", \"price\": \"$6.27\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)\", \"asin\": \"B078YF278Y\", \"price\": \"$31.18\", \"delivery\": \"FREE delivery Apr 19 - 24 for Prime members\"},\n{\"title\": \"Ultra Thin Feminine Pads for Women, Size 5, Extra Heavy, Overnight Absorbency with Wings, 46 Count x 2 Packs (92 Count Total)\", \"asin\": \"B06XRW75WZ\"},\n{\"title\": \"Ultra Thin Size 5 Extra Heavy Overnight Pads With Wings Unscented, 46 Count\", \"asin\": \"B07148TC86\"},\n{\"title\": \"Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count\", \"asin\": \"B00MTT1UI6\"},\n{\"title\": \"Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)\", \"asin\": \"B0029NYQME\", \"price\": \"$33.00\", \"delivery\": \"FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Feminine Pads For Women, Size 3 Extra Long Super Absorbency, With Wings, Unscented, 38 Count\", \"asin\": \"B01MU2JNYC\"},\n{\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.21\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon.\"},\n{\"title\": \"Adult Incontinence Pads for Women, Moderate Absorbency, Long Length, Postpartum Pads, Up to 100% Bladder Leak Protection, 54 Count (Packaging May Vary)\", \"asin\": \"B00KXUW2FS\", \"price\": \"$14.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count\", \"asin\": \"B01IZ5FMEU\", \"price\": \"$12.39\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 18 left in stock (more on the way).\"},\n{\"title\": \"Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct\", \"asin\": \"B00J7L59K4\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\", \"asin\": \"B0001KOCGC\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 16 - 17\"},\n{\"title\": \"Daytime Pad, OLD PRODUCT, 36 Count (Pack of 2)\", \"asin\": \"B0029NYPUC\", \"price\": \"$24.98\", \"delivery\": \"FREE delivery Apr 23 - 27 for Prime members\"},\n{\"title\": \"Ultra Thin Feminine Pads for Women with Wings, Size 4, Overnight Absorbency, Unscented, 28 Count (Pack of 1)\", \"asin\": \"B000R91BX4\"},\n{\"title\": \"Balance Pads with Wings, Ultra Thin, Overnight, Extra Heavy Absorbency, 30 Count\", \"asin\": \"B0BLGMG6X2\", \"price\": \"$9.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Size 4 Overnight Pads With Wings Scented, 24 Count\", \"asin\": \"B002OTUZ7S\", \"price\": \"$16.76\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon.\"},\n{\"title\": \"Radiant Teen Feminine Pads with FlexFoam, Size 1, Regular, with Wings, Unscented, 42 CT\", \"asin\": \"B0BSR94ZQ5\", \"price\": \"$11.47\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 32 Count\", \"asin\": \"B0014CV0JI\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T17:22:30.466Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "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": "always+ultra+thin+pads"}],
"promotion_items": [{"title": "Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\n14 Count", "asin": "B06XKB611F", "price": "$7.22", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Pads Size 3 Infinity With Flex Foam (14 Count) Extra Heavy Flow (Pack of 3)", "asin": "B0752HQ2WC", "price": "$27.59", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, 56 Counts)\n56 Count (Pack of 1)", "asin": "B0CGRGZ7R1", "price": "$23.50", "quantity": ""},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\n64 Count (Pack of 1)", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "INERTIA Organic Pads with Wings for Women Heavy Absorbency (10 Count) - The Most Organic Pads with The Best Absorbency, NO Petroleum-Based microplastic, Chlorine, or Fragrance. (Pack of 1)\n10 Count (Pack of 1)", "asin": "B0BMLHK3V4", "price": "$8.99", "quantity": ""},
{"title": "Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\n14 Count", "asin": "B06XKB611F", "price": "$7.22", "quantity": ""},
{"title": "Frida Mom Postpartum Pads, Leak Proof Feminine Care Maxi Pads, 6 Layers of Protection for Maximum Absorbency (18ct)\n18 Count (Pack of 1)", "asin": "B0BL5T4QF2", "price": "$10.98", "quantity": ""}],
"ads": [{"title": "Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 48 Count", "asin": "B0DCGPN7G8"}],
"search_results": [{"title": "Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count", "asin": "B08VCNYXXH", "price": "$7.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 12 left in stock - order soon."},
{"title": "Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Ultra Thin Overnight Pads with Flexi-Wings, Size 4, Overnight, Unscented, 78 Count Total (3 Packs of 26)", "asin": "B01IZ5EHJG", "price": "$18.39", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)", "asin": "B01IZ5EYJO", "price": "$21.87", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)", "asin": "B00XQEOTMC", "price": "$26.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)", "asin": "B01MU1465C", "price": "$16.91", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)", "asin": "B00G8DDC44", "price": "$7.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Pads Ultra Thin Size 5-24 Count (3 Pack)", "asin": "B01IAIN0RI", "price": "$30.12", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 3 left in stock - order soon."},
{"title": "Ultra Thin Feminine Pads For Women, Size 5 Extra Heavy Overnight Absorbency, With Wings, Unscented, 24 Count", "asin": "B00I5H5XV6", "price": "$7.09", "delivery": " FREE delivery Today 5 PM - 7 PM on orders over $50"},
{"title": "Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary", "asin": "B0094DJSKM", "price": "$10.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Thin Daily Panty Liners for Women, Light Absorbency, Unscented, 162 Count (Packaging May Vary)", "asin": "B003VD5TMM", "price": "$7.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)", "asin": "B0DR35MCS9", "price": "$26.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct", "asin": "B000QV76CI", "price": "$12.62", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon."},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)", "asin": "B0CGRFD22M", "price": "$23.50", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Regular Size Ultra Thin Sanitary Pads, 100% Organic Cotton from Texas, Powerful Leak Protection, Unscented, Chlorine Free and Absorbency of Feminine Periods, Pads for Women (14 Count)", "asin": "B0CFG8VD9W", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Cardinal Health\u2122 Quilted Premium Underpads, Wings\u2122, Maximum Absorbency, 2X-Large, 40 X 57IN, Case of 30", "asin": "B0CZSC8RTP", "price": "$83.71", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Overnight Ultra Thin Incontinence & Postpartum Pads with Wings for Bladder Leaks, 8 Drop Extra Absorbent, Long Length, 20 Count", "asin": "B0DK7VD3P5", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Long Super Pads with Wings, Unscented, 88 Count", "asin": "B003UZSHPM", "price": "$24.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)", "asin": "B0BPLPWGCL", "price": "$20.94", "delivery": ""},
{"title": "Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)", "asin": "B006R6U9SY", "price": "$7.68", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Incontinence Guards/Incontinence Pads for Men/Bladder Control Pads, Maximum Absorbency, 104 Count (2 Packs of 52), Packaging May Vary", "asin": "B01KOFCNP0", "price": "$26.49", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.21", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon."},
{"title": "Ultra Invisible Ultra Thin Long Pads with Wings, Discreet & Breathable Heavy Flow Pads for Women, Perfect Fit for All Body Types & Underwear Styles, 96 Count (6 Packs of 16)", "asin": "B0BJP8BQ13", "price": "$16.15", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Regular With Wings, 112ct (4 Packs of 28ct) | Feminine Care, Period & Postpartum Pads", "asin": "B0CW7HF47W", "price": "$26.72", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Ultra Thin Pads Slender Flexi-Wings 36 Each", "asin": "B0012ROL0K", "price": "$14.99", "delivery": "$4.79 delivery Apr 21 - 22 Or fastest delivery Apr 16 - 21 Only 4 left in stock - order soon."},
{"title": "Ultra Thin Long Super Pads, 20 Count, (Pack of 2)", "asin": "B074JCBQWB", "price": "$15.81", "delivery": "FREE delivery Apr 16 - 18"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight, with wings, unscented, 38 Count", "asin": "B08HFNQWQP", "price": "$11.47", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Size 5 Extra Heavy Overnight, with Wings, unscented, 30 Count", "asin": "B07QNZDWHN", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Plus | Long Length Incontinence Bladder Control Pads | Ultimate Absorbency | 90 Count (2 packs or 45)", "asin": "B07BLKNZZ2", "price": "$38.40", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ultra Thin Pads for Women, Overnight Pads With Wings, 120ct (3 Packs of 40ct) | Carefree Pads, Feminine Care, Period Pads & Postpartum Pads | 120ct (3 Packs of 40ct)", "asin": "B0CW7KCV4Q", "price": "$26.94", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Premium Incontinence Pads for Women - Discreet, Individually Wrapped Liners - Moderate Absorbency, Ergonomic Design for Comfort, Leak Protection - 20 Count (Pack of 1)", "asin": "B09L36MTMX", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count", "asin": "B01KL1DOTG", "price": "$6.29", "delivery": " FREE delivery Today 5 PM - 7 PM on orders over $50"},
{"title": "Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)", "asin": "B01IULATV0", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Always Ultra Thin Size 4 Overnight Pads with Wings Unscented 80 Ct.", "asin": "B08RDPL244", "price": "$26.00", "delivery": "FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon."},
{"title": "Maxi Overnight Pads with Wings for Women, Size 5, Extra Heavy Overnight Absorbency, Unscented, 36 Count (Packaging May Vary)", "asin": "B01M1BLRC1", "price": "$10.47", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ultra Thin Size 3 Extra Long Super Pads with Wings Unscented, 28 Count", "asin": "B01NH7J7QO", "price": "$7.09", "delivery": " FREE delivery Today 5 PM - 7 PM on orders over $50"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)", "asin": "B07PPCRLHD", "price": "$23.94", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)", "asin": "B001DWNTBG", "price": "$6.27", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)", "asin": "B078YF278Y", "price": "$31.18", "delivery": "FREE delivery Apr 19 - 24 for Prime members"},
{"title": "Ultra Thin Feminine Pads for Women, Size 5, Extra Heavy, Overnight Absorbency with Wings, 46 Count x 2 Packs (92 Count Total)", "asin": "B06XRW75WZ"},
{"title": "Ultra Thin Size 5 Extra Heavy Overnight Pads With Wings Unscented, 46 Count", "asin": "B07148TC86"},
{"title": "Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count", "asin": "B00MTT1UI6"},
{"title": "Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)", "asin": "B0029NYQME", "price": "$33.00", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon."},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Long Super Absorbency, With Wings, Unscented, 38 Count", "asin": "B01MU2JNYC"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.21", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon."},
{"title": "Adult Incontinence Pads for Women, Moderate Absorbency, Long Length, Postpartum Pads, Up to 100% Bladder Leak Protection, 54 Count (Packaging May Vary)", "asin": "B00KXUW2FS", "price": "$14.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count", "asin": "B01IZ5FMEU", "price": "$12.39", "delivery": "FREE delivery Wed, Apr 16 Only 18 left in stock (more on the way)."},
{"title": "Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct", "asin": "B00J7L59K4", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary", "asin": "B0001KOCGC", "price": "$9.99", "delivery": "FREE delivery Apr 16 - 17"},
{"title": "Daytime Pad, OLD PRODUCT, 36 Count (Pack of 2)", "asin": "B0029NYPUC", "price": "$24.98", "delivery": "FREE delivery Apr 23 - 27 for Prime members"},
{"title": "Ultra Thin Feminine Pads for Women with Wings, Size 4, Overnight Absorbency, Unscented, 28 Count (Pack of 1)", "asin": "B000R91BX4"},
{"title": "Balance Pads with Wings, Ultra Thin, Overnight, Extra Heavy Absorbency, 30 Count", "asin": "B0BLGMG6X2", "price": "$9.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Size 4 Overnight Pads With Wings Scented, 24 Count", "asin": "B002OTUZ7S", "price": "$16.76", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon."},
{"title": "Radiant Teen Feminine Pads with FlexFoam, Size 1, Regular, with Wings, Unscented, 42 CT", "asin": "B0BSR94ZQ5", "price": "$11.47", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 32 Count", "asin": "B0014CV0JI"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T17:22:30.466Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-12T17:22:30.466Z
|
click_product
|
B00G8DDCEE
|
rule
|
2025-04-12T17:22:30.466Z
|
click_product
|
B00G8DDCEE
|
train
| 640 |
2025-04-12T17:22:30.466Z
|
click_product
|
B00G8DDCEE
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "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": "always+ultra+thin+pads"}],
"promotion_items": [{"title": "Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\n14 Count", "asin": "B06XKB611F", "price": "$7.22", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Pads Size 3 Infinity With Flex Foam (14 Count) Extra Heavy Flow (Pack of 3)", "asin": "B0752HQ2WC", "price": "$27.59", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, 56 Counts)\n56 Count (Pack of 1)", "asin": "B0CGRGZ7R1", "price": "$23.50", "quantity": ""},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\n64 Count (Pack of 1)", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "INERTIA Organic Pads with Wings for Women Heavy Absorbency (10 Count) - The Most Organic Pads with The Best Absorbency, NO Petroleum-Based microplastic, Chlorine, or Fragrance. (Pack of 1)\n10 Count (Pack of 1)", "asin": "B0BMLHK3V4", "price": "$8.99", "quantity": ""},
{"title": "Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\n14 Count", "asin": "B06XKB611F", "price": "$7.22", "quantity": ""},
{"title": "Frida Mom Postpartum Pads, Leak Proof Feminine Care Maxi Pads, 6 Layers of Protection for Maximum Absorbency (18ct)\n18 Count (Pack of 1)", "asin": "B0BL5T4QF2", "price": "$10.98", "quantity": ""}],
"ads": [{"title": "Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 48 Count", "asin": "B0DCGPN7G8"}],
"search_results": [{"title": "Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count", "asin": "B08VCNYXXH", "price": "$7.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 12 left in stock - order soon."},
{"title": "Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Ultra Thin Overnight Pads with Flexi-Wings, Size 4, Overnight, Unscented, 78 Count Total (3 Packs of 26)", "asin": "B01IZ5EHJG", "price": "$18.39", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)", "asin": "B01IZ5EYJO", "price": "$21.87", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)", "asin": "B00XQEOTMC", "price": "$26.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)", "asin": "B01MU1465C", "price": "$16.91", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)", "asin": "B00G8DDC44", "price": "$7.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Pads Ultra Thin Size 5-24 Count (3 Pack)", "asin": "B01IAIN0RI", "price": "$30.12", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 3 left in stock - order soon."},
{"title": "Ultra Thin Feminine Pads For Women, Size 5 Extra Heavy Overnight Absorbency, With Wings, Unscented, 24 Count", "asin": "B00I5H5XV6", "price": "$7.09", "delivery": " FREE delivery Today 5 PM - 7 PM on orders over $50"},
{"title": "Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary", "asin": "B0094DJSKM", "price": "$10.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Thin Daily Panty Liners for Women, Light Absorbency, Unscented, 162 Count (Packaging May Vary)", "asin": "B003VD5TMM", "price": "$7.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)", "asin": "B0DR35MCS9", "price": "$26.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct", "asin": "B000QV76CI", "price": "$12.62", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon."},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)", "asin": "B0CGRFD22M", "price": "$23.50", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Regular Size Ultra Thin Sanitary Pads, 100% Organic Cotton from Texas, Powerful Leak Protection, Unscented, Chlorine Free and Absorbency of Feminine Periods, Pads for Women (14 Count)", "asin": "B0CFG8VD9W", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Cardinal Health\u2122 Quilted Premium Underpads, Wings\u2122, Maximum Absorbency, 2X-Large, 40 X 57IN, Case of 30", "asin": "B0CZSC8RTP", "price": "$83.71", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Overnight Ultra Thin Incontinence & Postpartum Pads with Wings for Bladder Leaks, 8 Drop Extra Absorbent, Long Length, 20 Count", "asin": "B0DK7VD3P5", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Long Super Pads with Wings, Unscented, 88 Count", "asin": "B003UZSHPM", "price": "$24.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)", "asin": "B0BPLPWGCL", "price": "$20.94", "delivery": ""},
{"title": "Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)", "asin": "B006R6U9SY", "price": "$7.68", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Incontinence Guards/Incontinence Pads for Men/Bladder Control Pads, Maximum Absorbency, 104 Count (2 Packs of 52), Packaging May Vary", "asin": "B01KOFCNP0", "price": "$26.49", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.21", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon."},
{"title": "Ultra Invisible Ultra Thin Long Pads with Wings, Discreet & Breathable Heavy Flow Pads for Women, Perfect Fit for All Body Types & Underwear Styles, 96 Count (6 Packs of 16)", "asin": "B0BJP8BQ13", "price": "$16.15", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Regular With Wings, 112ct (4 Packs of 28ct) | Feminine Care, Period & Postpartum Pads", "asin": "B0CW7HF47W", "price": "$26.72", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Ultra Thin Pads Slender Flexi-Wings 36 Each", "asin": "B0012ROL0K", "price": "$14.99", "delivery": "$4.79 delivery Apr 21 - 22 Or fastest delivery Apr 16 - 21 Only 4 left in stock - order soon."},
{"title": "Ultra Thin Long Super Pads, 20 Count, (Pack of 2)", "asin": "B074JCBQWB", "price": "$15.81", "delivery": "FREE delivery Apr 16 - 18"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight, with wings, unscented, 38 Count", "asin": "B08HFNQWQP", "price": "$11.47", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Size 5 Extra Heavy Overnight, with Wings, unscented, 30 Count", "asin": "B07QNZDWHN", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Plus | Long Length Incontinence Bladder Control Pads | Ultimate Absorbency | 90 Count (2 packs or 45)", "asin": "B07BLKNZZ2", "price": "$38.40", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ultra Thin Pads for Women, Overnight Pads With Wings, 120ct (3 Packs of 40ct) | Carefree Pads, Feminine Care, Period Pads & Postpartum Pads | 120ct (3 Packs of 40ct)", "asin": "B0CW7KCV4Q", "price": "$26.94", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Premium Incontinence Pads for Women - Discreet, Individually Wrapped Liners - Moderate Absorbency, Ergonomic Design for Comfort, Leak Protection - 20 Count (Pack of 1)", "asin": "B09L36MTMX", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count", "asin": "B01KL1DOTG", "price": "$6.29", "delivery": " FREE delivery Today 5 PM - 7 PM on orders over $50"},
{"title": "Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)", "asin": "B01IULATV0", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Always Ultra Thin Size 4 Overnight Pads with Wings Unscented 80 Ct.", "asin": "B08RDPL244", "price": "$26.00", "delivery": "FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon."},
{"title": "Maxi Overnight Pads with Wings for Women, Size 5, Extra Heavy Overnight Absorbency, Unscented, 36 Count (Packaging May Vary)", "asin": "B01M1BLRC1", "price": "$10.47", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ultra Thin Size 3 Extra Long Super Pads with Wings Unscented, 28 Count", "asin": "B01NH7J7QO", "price": "$7.09", "delivery": " FREE delivery Today 5 PM - 7 PM on orders over $50"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)", "asin": "B07PPCRLHD", "price": "$23.94", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)", "asin": "B001DWNTBG", "price": "$6.27", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)", "asin": "B078YF278Y", "price": "$31.18", "delivery": "FREE delivery Apr 19 - 24 for Prime members"},
{"title": "Ultra Thin Feminine Pads for Women, Size 5, Extra Heavy, Overnight Absorbency with Wings, 46 Count x 2 Packs (92 Count Total)", "asin": "B06XRW75WZ"},
{"title": "Ultra Thin Size 5 Extra Heavy Overnight Pads With Wings Unscented, 46 Count", "asin": "B07148TC86"},
{"title": "Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count", "asin": "B00MTT1UI6"},
{"title": "Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)", "asin": "B0029NYQME", "price": "$33.00", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon."},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Long Super Absorbency, With Wings, Unscented, 38 Count", "asin": "B01MU2JNYC"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.21", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon."},
{"title": "Adult Incontinence Pads for Women, Moderate Absorbency, Long Length, Postpartum Pads, Up to 100% Bladder Leak Protection, 54 Count (Packaging May Vary)", "asin": "B00KXUW2FS", "price": "$14.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count", "asin": "B01IZ5FMEU", "price": "$12.39", "delivery": "FREE delivery Wed, Apr 16 Only 18 left in stock (more on the way)."},
{"title": "Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct", "asin": "B00J7L59K4", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary", "asin": "B0001KOCGC", "price": "$9.99", "delivery": "FREE delivery Apr 16 - 17"},
{"title": "Daytime Pad, OLD PRODUCT, 36 Count (Pack of 2)", "asin": "B0029NYPUC", "price": "$24.98", "delivery": "FREE delivery Apr 23 - 27 for Prime members"},
{"title": "Ultra Thin Feminine Pads for Women with Wings, Size 4, Overnight Absorbency, Unscented, 28 Count (Pack of 1)", "asin": "B000R91BX4"},
{"title": "Balance Pads with Wings, Ultra Thin, Overnight, Extra Heavy Absorbency, 30 Count", "asin": "B0BLGMG6X2", "price": "$9.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Size 4 Overnight Pads With Wings Scented, 24 Count", "asin": "B002OTUZ7S", "price": "$16.76", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon."},
{"title": "Radiant Teen Feminine Pads with FlexFoam, Size 1, Regular, with Wings, Unscented, 42 CT", "asin": "B0BSR94ZQ5", "price": "$11.47", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 32 Count", "asin": "B0014CV0JI"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T17:22:30.466Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:07:29.951Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:09:31.002Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:22:04.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:04.911Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"always+ultra+thin+pads\"}],\n\"promotion_items\": [{\"title\": \"Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\\n14 Count\", \"asin\": \"B06XKB611F\", \"price\": \"$7.22\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n{\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"quantity\": \"\"},\n{\"title\": \"Always Pads Size 3 Infinity With Flex Foam (14 Count) Extra Heavy Flow (Pack of 3)\", \"asin\": \"B0752HQ2WC\", \"price\": \"$27.59\", \"quantity\": \"\"},\n{\"title\": \"Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, 56 Counts)\\n56 Count (Pack of 1)\", \"asin\": \"B0CGRGZ7R1\", \"price\": \"$23.50\", \"quantity\": \"\"},\n{\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\\n64 Count (Pack of 1)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"quantity\": \"\"},\n{\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n{\"title\": \"INERTIA Organic Pads with Wings for Women Heavy Absorbency (10 Count) - The Most Organic Pads with The Best Absorbency, NO Petroleum-Based microplastic, Chlorine, or Fragrance. (Pack of 1)\\n10 Count (Pack of 1)\", \"asin\": \"B0BMLHK3V4\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\\n14 Count\", \"asin\": \"B06XKB611F\", \"price\": \"$7.22\", \"quantity\": \"\"},\n{\"title\": \"Frida Mom Postpartum Pads, Leak Proof Feminine Care Maxi Pads, 6 Layers of Protection for Maximum Absorbency (18ct)\\n18 Count (Pack of 1)\", \"asin\": \"B0BL5T4QF2\", \"price\": \"$10.98\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 48 Count\", \"asin\": \"B0DCGPN7G8\"}],\n\"search_results\": [{\"title\": \"Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count\", \"asin\": \"B08VCNYXXH\", \"price\": \"$7.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 12 left in stock - order soon.\"},\n{\"title\": \"Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Ultra Thin Overnight Pads with Flexi-Wings, Size 4, Overnight, Unscented, 78 Count Total (3 Packs of 26)\", \"asin\": \"B01IZ5EHJG\", \"price\": \"$18.39\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\", \"asin\": \"B00G8DDCEE\", \"price\": \"$7.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)\", \"asin\": \"B01IZ5EYJO\", \"price\": \"$21.87\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)\", \"asin\": \"B00XQEOTMC\", \"price\": \"$26.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)\", \"asin\": \"B01MU1465C\", \"price\": \"$16.91\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)\", \"asin\": \"B00G8DDC44\", \"price\": \"$7.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Pads Ultra Thin Size 5-24 Count (3 Pack)\", \"asin\": \"B01IAIN0RI\", \"price\": \"$30.12\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 3 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Feminine Pads For Women, Size 5 Extra Heavy Overnight Absorbency, With Wings, Unscented, 24 Count\", \"asin\": \"B00I5H5XV6\", \"price\": \"$7.09\", \"delivery\": \" FREE delivery Today 5 PM - 7 PM on orders over $50\"},\n{\"title\": \"Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary\", \"asin\": \"B0094DJSKM\", \"price\": \"$10.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Thin Daily Panty Liners for Women, Light Absorbency, Unscented, 162 Count (Packaging May Vary)\", \"asin\": \"B003VD5TMM\", \"price\": \"$7.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)\", \"asin\": \"B0DR35MCS9\", \"price\": \"$26.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct\", \"asin\": \"B000QV76CI\", \"price\": \"$12.62\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Regular Size Ultra Thin Sanitary Pads, 100% Organic Cotton from Texas, Powerful Leak Protection, Unscented, Chlorine Free and Absorbency of Feminine Periods, Pads for Women (14 Count)\", \"asin\": \"B0CFG8VD9W\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Cardinal Health\\u2122 Quilted Premium Underpads, Wings\\u2122, Maximum Absorbency, 2X-Large, 40 X 57IN, Case of 30\", \"asin\": \"B0CZSC8RTP\", \"price\": \"$83.71\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Overnight Ultra Thin Incontinence & Postpartum Pads with Wings for Bladder Leaks, 8 Drop Extra Absorbent, Long Length, 20 Count\", \"asin\": \"B0DK7VD3P5\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Long Super Pads with Wings, Unscented, 88 Count\", \"asin\": \"B003UZSHPM\", \"price\": \"$24.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)\", \"asin\": \"B0BPLPWGCL\", \"price\": \"$20.94\", \"delivery\": \"\"},\n{\"title\": \"Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)\", \"asin\": \"B006R6U9SY\", \"price\": \"$7.68\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Incontinence Guards/Incontinence Pads for Men/Bladder Control Pads, Maximum Absorbency, 104 Count (2 Packs of 52), Packaging May Vary\", \"asin\": \"B01KOFCNP0\", \"price\": \"$26.49\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.21\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon.\"},\n{\"title\": \"Ultra Invisible Ultra Thin Long Pads with Wings, Discreet & Breathable Heavy Flow Pads for Women, Perfect Fit for All Body Types & Underwear Styles, 96 Count (6 Packs of 16)\", \"asin\": \"B0BJP8BQ13\", \"price\": \"$16.15\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Pads for Women, Regular With Wings, 112ct (4 Packs of 28ct) | Feminine Care, Period & Postpartum Pads\", \"asin\": \"B0CW7HF47W\", \"price\": \"$26.72\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Ultra Thin Pads Slender Flexi-Wings 36 Each\", \"asin\": \"B0012ROL0K\", \"price\": \"$14.99\", \"delivery\": \"$4.79 delivery Apr 21 - 22 Or fastest delivery Apr 16 - 21 Only 4 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Long Super Pads, 20 Count, (Pack of 2)\", \"asin\": \"B074JCBQWB\", \"price\": \"$15.81\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"Infinity Feminine Pads for Women, Size 4 Overnight, with wings, unscented, 38 Count\", \"asin\": \"B08HFNQWQP\", \"price\": \"$11.47\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Infinity Feminine Pads for Women, Size 5 Extra Heavy Overnight, with Wings, unscented, 30 Count\", \"asin\": \"B07QNZDWHN\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Plus | Long Length Incontinence Bladder Control Pads | Ultimate Absorbency | 90 Count (2 packs or 45)\", \"asin\": \"B07BLKNZZ2\", \"price\": \"$38.40\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Ultra Thin Pads for Women, Overnight Pads With Wings, 120ct (3 Packs of 40ct) | Carefree Pads, Feminine Care, Period Pads & Postpartum Pads | 120ct (3 Packs of 40ct)\", \"asin\": \"B0CW7KCV4Q\", \"price\": \"$26.94\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Premium Incontinence Pads for Women - Discreet, Individually Wrapped Liners - Moderate Absorbency, Ergonomic Design for Comfort, Leak Protection - 20 Count (Pack of 1)\", \"asin\": \"B09L36MTMX\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count\", \"asin\": \"B01KL1DOTG\", \"price\": \"$6.29\", \"delivery\": \" FREE delivery Today 5 PM - 7 PM on orders over $50\"},\n{\"title\": \"Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)\", \"asin\": \"B01IULATV0\", \"price\": \"$26.91\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Always Ultra Thin Size 4 Overnight Pads with Wings Unscented 80 Ct.\", \"asin\": \"B08RDPL244\", \"price\": \"$26.00\", \"delivery\": \"FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon.\"},\n{\"title\": \"Maxi Overnight Pads with Wings for Women, Size 5, Extra Heavy Overnight Absorbency, Unscented, 36 Count (Packaging May Vary)\", \"asin\": \"B01M1BLRC1\", \"price\": \"$10.47\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Ultra Thin Size 3 Extra Long Super Pads with Wings Unscented, 28 Count\", \"asin\": \"B01NH7J7QO\", \"price\": \"$7.09\", \"delivery\": \" FREE delivery Today 5 PM - 7 PM on orders over $50\"},\n{\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)\", \"asin\": \"B07PPCRLHD\", \"price\": \"$23.94\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)\", \"asin\": \"B001DWNTBG\", \"price\": \"$6.27\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)\", \"asin\": \"B078YF278Y\", \"price\": \"$31.18\", \"delivery\": \"FREE delivery Apr 19 - 24 for Prime members\"},\n{\"title\": \"Ultra Thin Feminine Pads for Women, Size 5, Extra Heavy, Overnight Absorbency with Wings, 46 Count x 2 Packs (92 Count Total)\", \"asin\": \"B06XRW75WZ\"},\n{\"title\": \"Ultra Thin Size 5 Extra Heavy Overnight Pads With Wings Unscented, 46 Count\", \"asin\": \"B07148TC86\"},\n{\"title\": \"Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count\", \"asin\": \"B00MTT1UI6\"},\n{\"title\": \"Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)\", \"asin\": \"B0029NYQME\", \"price\": \"$33.00\", \"delivery\": \"FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Feminine Pads For Women, Size 3 Extra Long Super Absorbency, With Wings, Unscented, 38 Count\", \"asin\": \"B01MU2JNYC\"},\n{\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.21\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon.\"},\n{\"title\": \"Adult Incontinence Pads for Women, Moderate Absorbency, Long Length, Postpartum Pads, Up to 100% Bladder Leak Protection, 54 Count (Packaging May Vary)\", \"asin\": \"B00KXUW2FS\", \"price\": \"$14.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count\", \"asin\": \"B01IZ5FMEU\", \"price\": \"$12.39\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 18 left in stock (more on the way).\"},\n{\"title\": \"Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct\", \"asin\": \"B00J7L59K4\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\", \"asin\": \"B0001KOCGC\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 16 - 17\"},\n{\"title\": \"Daytime Pad, OLD PRODUCT, 36 Count (Pack of 2)\", \"asin\": \"B0029NYPUC\", \"price\": \"$24.98\", \"delivery\": \"FREE delivery Apr 23 - 27 for Prime members\"},\n{\"title\": \"Ultra Thin Feminine Pads for Women with Wings, Size 4, Overnight Absorbency, Unscented, 28 Count (Pack of 1)\", \"asin\": \"B000R91BX4\"},\n{\"title\": \"Balance Pads with Wings, Ultra Thin, Overnight, Extra Heavy Absorbency, 30 Count\", \"asin\": \"B0BLGMG6X2\", \"price\": \"$9.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Size 4 Overnight Pads With Wings Scented, 24 Count\", \"asin\": \"B002OTUZ7S\", \"price\": \"$16.76\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon.\"},\n{\"title\": \"Radiant Teen Feminine Pads with FlexFoam, Size 1, Regular, with Wings, Unscented, 42 CT\", \"asin\": \"B0BSR94ZQ5\", \"price\": \"$11.47\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 32 Count\", \"asin\": \"B0014CV0JI\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T17:23:48.839Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "always+ultra+thin+pads"}],
"promotion_items": [{"title": "Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\n14 Count", "asin": "B06XKB611F", "price": "$7.22", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Pads Size 3 Infinity With Flex Foam (14 Count) Extra Heavy Flow (Pack of 3)", "asin": "B0752HQ2WC", "price": "$27.59", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, 56 Counts)\n56 Count (Pack of 1)", "asin": "B0CGRGZ7R1", "price": "$23.50", "quantity": ""},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\n64 Count (Pack of 1)", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "INERTIA Organic Pads with Wings for Women Heavy Absorbency (10 Count) - The Most Organic Pads with The Best Absorbency, NO Petroleum-Based microplastic, Chlorine, or Fragrance. (Pack of 1)\n10 Count (Pack of 1)", "asin": "B0BMLHK3V4", "price": "$8.99", "quantity": ""},
{"title": "Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\n14 Count", "asin": "B06XKB611F", "price": "$7.22", "quantity": ""},
{"title": "Frida Mom Postpartum Pads, Leak Proof Feminine Care Maxi Pads, 6 Layers of Protection for Maximum Absorbency (18ct)\n18 Count (Pack of 1)", "asin": "B0BL5T4QF2", "price": "$10.98", "quantity": ""}],
"ads": [{"title": "Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 48 Count", "asin": "B0DCGPN7G8"}],
"search_results": [{"title": "Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count", "asin": "B08VCNYXXH", "price": "$7.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 12 left in stock - order soon."},
{"title": "Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Ultra Thin Overnight Pads with Flexi-Wings, Size 4, Overnight, Unscented, 78 Count Total (3 Packs of 26)", "asin": "B01IZ5EHJG", "price": "$18.39", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)", "asin": "B01IZ5EYJO", "price": "$21.87", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)", "asin": "B00XQEOTMC", "price": "$26.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)", "asin": "B01MU1465C", "price": "$16.91", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)", "asin": "B00G8DDC44", "price": "$7.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Pads Ultra Thin Size 5-24 Count (3 Pack)", "asin": "B01IAIN0RI", "price": "$30.12", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 3 left in stock - order soon."},
{"title": "Ultra Thin Feminine Pads For Women, Size 5 Extra Heavy Overnight Absorbency, With Wings, Unscented, 24 Count", "asin": "B00I5H5XV6", "price": "$7.09", "delivery": " FREE delivery Today 5 PM - 7 PM on orders over $50"},
{"title": "Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary", "asin": "B0094DJSKM", "price": "$10.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Thin Daily Panty Liners for Women, Light Absorbency, Unscented, 162 Count (Packaging May Vary)", "asin": "B003VD5TMM", "price": "$7.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)", "asin": "B0DR35MCS9", "price": "$26.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct", "asin": "B000QV76CI", "price": "$12.62", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon."},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)", "asin": "B0CGRFD22M", "price": "$23.50", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Regular Size Ultra Thin Sanitary Pads, 100% Organic Cotton from Texas, Powerful Leak Protection, Unscented, Chlorine Free and Absorbency of Feminine Periods, Pads for Women (14 Count)", "asin": "B0CFG8VD9W", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Cardinal Health\u2122 Quilted Premium Underpads, Wings\u2122, Maximum Absorbency, 2X-Large, 40 X 57IN, Case of 30", "asin": "B0CZSC8RTP", "price": "$83.71", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Overnight Ultra Thin Incontinence & Postpartum Pads with Wings for Bladder Leaks, 8 Drop Extra Absorbent, Long Length, 20 Count", "asin": "B0DK7VD3P5", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Long Super Pads with Wings, Unscented, 88 Count", "asin": "B003UZSHPM", "price": "$24.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)", "asin": "B0BPLPWGCL", "price": "$20.94", "delivery": ""},
{"title": "Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)", "asin": "B006R6U9SY", "price": "$7.68", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Incontinence Guards/Incontinence Pads for Men/Bladder Control Pads, Maximum Absorbency, 104 Count (2 Packs of 52), Packaging May Vary", "asin": "B01KOFCNP0", "price": "$26.49", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.21", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon."},
{"title": "Ultra Invisible Ultra Thin Long Pads with Wings, Discreet & Breathable Heavy Flow Pads for Women, Perfect Fit for All Body Types & Underwear Styles, 96 Count (6 Packs of 16)", "asin": "B0BJP8BQ13", "price": "$16.15", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Regular With Wings, 112ct (4 Packs of 28ct) | Feminine Care, Period & Postpartum Pads", "asin": "B0CW7HF47W", "price": "$26.72", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Ultra Thin Pads Slender Flexi-Wings 36 Each", "asin": "B0012ROL0K", "price": "$14.99", "delivery": "$4.79 delivery Apr 21 - 22 Or fastest delivery Apr 16 - 21 Only 4 left in stock - order soon."},
{"title": "Ultra Thin Long Super Pads, 20 Count, (Pack of 2)", "asin": "B074JCBQWB", "price": "$15.81", "delivery": "FREE delivery Apr 16 - 18"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight, with wings, unscented, 38 Count", "asin": "B08HFNQWQP", "price": "$11.47", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Size 5 Extra Heavy Overnight, with Wings, unscented, 30 Count", "asin": "B07QNZDWHN", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Plus | Long Length Incontinence Bladder Control Pads | Ultimate Absorbency | 90 Count (2 packs or 45)", "asin": "B07BLKNZZ2", "price": "$38.40", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ultra Thin Pads for Women, Overnight Pads With Wings, 120ct (3 Packs of 40ct) | Carefree Pads, Feminine Care, Period Pads & Postpartum Pads | 120ct (3 Packs of 40ct)", "asin": "B0CW7KCV4Q", "price": "$26.94", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Premium Incontinence Pads for Women - Discreet, Individually Wrapped Liners - Moderate Absorbency, Ergonomic Design for Comfort, Leak Protection - 20 Count (Pack of 1)", "asin": "B09L36MTMX", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count", "asin": "B01KL1DOTG", "price": "$6.29", "delivery": " FREE delivery Today 5 PM - 7 PM on orders over $50"},
{"title": "Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)", "asin": "B01IULATV0", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Always Ultra Thin Size 4 Overnight Pads with Wings Unscented 80 Ct.", "asin": "B08RDPL244", "price": "$26.00", "delivery": "FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon."},
{"title": "Maxi Overnight Pads with Wings for Women, Size 5, Extra Heavy Overnight Absorbency, Unscented, 36 Count (Packaging May Vary)", "asin": "B01M1BLRC1", "price": "$10.47", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ultra Thin Size 3 Extra Long Super Pads with Wings Unscented, 28 Count", "asin": "B01NH7J7QO", "price": "$7.09", "delivery": " FREE delivery Today 5 PM - 7 PM on orders over $50"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)", "asin": "B07PPCRLHD", "price": "$23.94", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)", "asin": "B001DWNTBG", "price": "$6.27", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)", "asin": "B078YF278Y", "price": "$31.18", "delivery": "FREE delivery Apr 19 - 24 for Prime members"},
{"title": "Ultra Thin Feminine Pads for Women, Size 5, Extra Heavy, Overnight Absorbency with Wings, 46 Count x 2 Packs (92 Count Total)", "asin": "B06XRW75WZ"},
{"title": "Ultra Thin Size 5 Extra Heavy Overnight Pads With Wings Unscented, 46 Count", "asin": "B07148TC86"},
{"title": "Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count", "asin": "B00MTT1UI6"},
{"title": "Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)", "asin": "B0029NYQME", "price": "$33.00", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon."},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Long Super Absorbency, With Wings, Unscented, 38 Count", "asin": "B01MU2JNYC"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.21", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon."},
{"title": "Adult Incontinence Pads for Women, Moderate Absorbency, Long Length, Postpartum Pads, Up to 100% Bladder Leak Protection, 54 Count (Packaging May Vary)", "asin": "B00KXUW2FS", "price": "$14.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count", "asin": "B01IZ5FMEU", "price": "$12.39", "delivery": "FREE delivery Wed, Apr 16 Only 18 left in stock (more on the way)."},
{"title": "Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct", "asin": "B00J7L59K4", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary", "asin": "B0001KOCGC", "price": "$9.99", "delivery": "FREE delivery Apr 16 - 17"},
{"title": "Daytime Pad, OLD PRODUCT, 36 Count (Pack of 2)", "asin": "B0029NYPUC", "price": "$24.98", "delivery": "FREE delivery Apr 23 - 27 for Prime members"},
{"title": "Ultra Thin Feminine Pads for Women with Wings, Size 4, Overnight Absorbency, Unscented, 28 Count (Pack of 1)", "asin": "B000R91BX4"},
{"title": "Balance Pads with Wings, Ultra Thin, Overnight, Extra Heavy Absorbency, 30 Count", "asin": "B0BLGMG6X2", "price": "$9.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Size 4 Overnight Pads With Wings Scented, 24 Count", "asin": "B002OTUZ7S", "price": "$16.76", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon."},
{"title": "Radiant Teen Feminine Pads with FlexFoam, Size 1, Regular, with Wings, Unscented, 42 CT", "asin": "B0BSR94ZQ5", "price": "$11.47", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 32 Count", "asin": "B0014CV0JI"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T17:23:48.839Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-12T17:23:48.839Z
|
input
|
always+ultra+thin+pads regular
|
rule
|
2025-04-12T17:23:48.839Z
|
input
|
always+ultra+thin+pads regular
|
train
| 641 |
2025-04-12T17:23:48.839Z
|
input
|
always+ultra+thin+pads regular
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "always+ultra+thin+pads"}],
"promotion_items": [{"title": "Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\n14 Count", "asin": "B06XKB611F", "price": "$7.22", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Pads Size 3 Infinity With Flex Foam (14 Count) Extra Heavy Flow (Pack of 3)", "asin": "B0752HQ2WC", "price": "$27.59", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, 56 Counts)\n56 Count (Pack of 1)", "asin": "B0CGRGZ7R1", "price": "$23.50", "quantity": ""},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\n64 Count (Pack of 1)", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "INERTIA Organic Pads with Wings for Women Heavy Absorbency (10 Count) - The Most Organic Pads with The Best Absorbency, NO Petroleum-Based microplastic, Chlorine, or Fragrance. (Pack of 1)\n10 Count (Pack of 1)", "asin": "B0BMLHK3V4", "price": "$8.99", "quantity": ""},
{"title": "Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\n14 Count", "asin": "B06XKB611F", "price": "$7.22", "quantity": ""},
{"title": "Frida Mom Postpartum Pads, Leak Proof Feminine Care Maxi Pads, 6 Layers of Protection for Maximum Absorbency (18ct)\n18 Count (Pack of 1)", "asin": "B0BL5T4QF2", "price": "$10.98", "quantity": ""}],
"ads": [{"title": "Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 48 Count", "asin": "B0DCGPN7G8"}],
"search_results": [{"title": "Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count", "asin": "B08VCNYXXH", "price": "$7.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 12 left in stock - order soon."},
{"title": "Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Ultra Thin Overnight Pads with Flexi-Wings, Size 4, Overnight, Unscented, 78 Count Total (3 Packs of 26)", "asin": "B01IZ5EHJG", "price": "$18.39", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)", "asin": "B01IZ5EYJO", "price": "$21.87", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)", "asin": "B00XQEOTMC", "price": "$26.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)", "asin": "B01MU1465C", "price": "$16.91", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)", "asin": "B00G8DDC44", "price": "$7.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Pads Ultra Thin Size 5-24 Count (3 Pack)", "asin": "B01IAIN0RI", "price": "$30.12", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 3 left in stock - order soon."},
{"title": "Ultra Thin Feminine Pads For Women, Size 5 Extra Heavy Overnight Absorbency, With Wings, Unscented, 24 Count", "asin": "B00I5H5XV6", "price": "$7.09", "delivery": " FREE delivery Today 5 PM - 7 PM on orders over $50"},
{"title": "Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary", "asin": "B0094DJSKM", "price": "$10.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Thin Daily Panty Liners for Women, Light Absorbency, Unscented, 162 Count (Packaging May Vary)", "asin": "B003VD5TMM", "price": "$7.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)", "asin": "B0DR35MCS9", "price": "$26.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct", "asin": "B000QV76CI", "price": "$12.62", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon."},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)", "asin": "B0CGRFD22M", "price": "$23.50", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Regular Size Ultra Thin Sanitary Pads, 100% Organic Cotton from Texas, Powerful Leak Protection, Unscented, Chlorine Free and Absorbency of Feminine Periods, Pads for Women (14 Count)", "asin": "B0CFG8VD9W", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Cardinal Health\u2122 Quilted Premium Underpads, Wings\u2122, Maximum Absorbency, 2X-Large, 40 X 57IN, Case of 30", "asin": "B0CZSC8RTP", "price": "$83.71", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Overnight Ultra Thin Incontinence & Postpartum Pads with Wings for Bladder Leaks, 8 Drop Extra Absorbent, Long Length, 20 Count", "asin": "B0DK7VD3P5", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Long Super Pads with Wings, Unscented, 88 Count", "asin": "B003UZSHPM", "price": "$24.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)", "asin": "B0BPLPWGCL", "price": "$20.94", "delivery": ""},
{"title": "Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)", "asin": "B006R6U9SY", "price": "$7.68", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Incontinence Guards/Incontinence Pads for Men/Bladder Control Pads, Maximum Absorbency, 104 Count (2 Packs of 52), Packaging May Vary", "asin": "B01KOFCNP0", "price": "$26.49", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.21", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon."},
{"title": "Ultra Invisible Ultra Thin Long Pads with Wings, Discreet & Breathable Heavy Flow Pads for Women, Perfect Fit for All Body Types & Underwear Styles, 96 Count (6 Packs of 16)", "asin": "B0BJP8BQ13", "price": "$16.15", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Regular With Wings, 112ct (4 Packs of 28ct) | Feminine Care, Period & Postpartum Pads", "asin": "B0CW7HF47W", "price": "$26.72", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Ultra Thin Pads Slender Flexi-Wings 36 Each", "asin": "B0012ROL0K", "price": "$14.99", "delivery": "$4.79 delivery Apr 21 - 22 Or fastest delivery Apr 16 - 21 Only 4 left in stock - order soon."},
{"title": "Ultra Thin Long Super Pads, 20 Count, (Pack of 2)", "asin": "B074JCBQWB", "price": "$15.81", "delivery": "FREE delivery Apr 16 - 18"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight, with wings, unscented, 38 Count", "asin": "B08HFNQWQP", "price": "$11.47", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Size 5 Extra Heavy Overnight, with Wings, unscented, 30 Count", "asin": "B07QNZDWHN", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Plus | Long Length Incontinence Bladder Control Pads | Ultimate Absorbency | 90 Count (2 packs or 45)", "asin": "B07BLKNZZ2", "price": "$38.40", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ultra Thin Pads for Women, Overnight Pads With Wings, 120ct (3 Packs of 40ct) | Carefree Pads, Feminine Care, Period Pads & Postpartum Pads | 120ct (3 Packs of 40ct)", "asin": "B0CW7KCV4Q", "price": "$26.94", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Premium Incontinence Pads for Women - Discreet, Individually Wrapped Liners - Moderate Absorbency, Ergonomic Design for Comfort, Leak Protection - 20 Count (Pack of 1)", "asin": "B09L36MTMX", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count", "asin": "B01KL1DOTG", "price": "$6.29", "delivery": " FREE delivery Today 5 PM - 7 PM on orders over $50"},
{"title": "Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)", "asin": "B01IULATV0", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Always Ultra Thin Size 4 Overnight Pads with Wings Unscented 80 Ct.", "asin": "B08RDPL244", "price": "$26.00", "delivery": "FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon."},
{"title": "Maxi Overnight Pads with Wings for Women, Size 5, Extra Heavy Overnight Absorbency, Unscented, 36 Count (Packaging May Vary)", "asin": "B01M1BLRC1", "price": "$10.47", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ultra Thin Size 3 Extra Long Super Pads with Wings Unscented, 28 Count", "asin": "B01NH7J7QO", "price": "$7.09", "delivery": " FREE delivery Today 5 PM - 7 PM on orders over $50"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)", "asin": "B07PPCRLHD", "price": "$23.94", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)", "asin": "B001DWNTBG", "price": "$6.27", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)", "asin": "B078YF278Y", "price": "$31.18", "delivery": "FREE delivery Apr 19 - 24 for Prime members"},
{"title": "Ultra Thin Feminine Pads for Women, Size 5, Extra Heavy, Overnight Absorbency with Wings, 46 Count x 2 Packs (92 Count Total)", "asin": "B06XRW75WZ"},
{"title": "Ultra Thin Size 5 Extra Heavy Overnight Pads With Wings Unscented, 46 Count", "asin": "B07148TC86"},
{"title": "Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count", "asin": "B00MTT1UI6"},
{"title": "Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)", "asin": "B0029NYQME", "price": "$33.00", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon."},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Long Super Absorbency, With Wings, Unscented, 38 Count", "asin": "B01MU2JNYC"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.21", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon."},
{"title": "Adult Incontinence Pads for Women, Moderate Absorbency, Long Length, Postpartum Pads, Up to 100% Bladder Leak Protection, 54 Count (Packaging May Vary)", "asin": "B00KXUW2FS", "price": "$14.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count", "asin": "B01IZ5FMEU", "price": "$12.39", "delivery": "FREE delivery Wed, Apr 16 Only 18 left in stock (more on the way)."},
{"title": "Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct", "asin": "B00J7L59K4", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary", "asin": "B0001KOCGC", "price": "$9.99", "delivery": "FREE delivery Apr 16 - 17"},
{"title": "Daytime Pad, OLD PRODUCT, 36 Count (Pack of 2)", "asin": "B0029NYPUC", "price": "$24.98", "delivery": "FREE delivery Apr 23 - 27 for Prime members"},
{"title": "Ultra Thin Feminine Pads for Women with Wings, Size 4, Overnight Absorbency, Unscented, 28 Count (Pack of 1)", "asin": "B000R91BX4"},
{"title": "Balance Pads with Wings, Ultra Thin, Overnight, Extra Heavy Absorbency, 30 Count", "asin": "B0BLGMG6X2", "price": "$9.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Size 4 Overnight Pads With Wings Scented, 24 Count", "asin": "B002OTUZ7S", "price": "$16.76", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon."},
{"title": "Radiant Teen Feminine Pads with FlexFoam, Size 1, Regular, with Wings, Unscented, 42 CT", "asin": "B0BSR94ZQ5", "price": "$11.47", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 32 Count", "asin": "B0014CV0JI"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T17:23:48.839Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:07:29.951Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:09:31.002Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:22:04.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:04.911Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"always+ultra+thin+pads regular\"}],\n\"promotion_items\": [{\"title\": \"Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\\n14 Count\", \"asin\": \"B06XKB611F\", \"price\": \"$7.22\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n{\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"quantity\": \"\"},\n{\"title\": \"Always Pads Size 3 Infinity With Flex Foam (14 Count) Extra Heavy Flow (Pack of 3)\", \"asin\": \"B0752HQ2WC\", \"price\": \"$27.59\", \"quantity\": \"\"},\n{\"title\": \"Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, 56 Counts)\\n56 Count (Pack of 1)\", \"asin\": \"B0CGRGZ7R1\", \"price\": \"$23.50\", \"quantity\": \"\"},\n{\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\\n64 Count (Pack of 1)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"quantity\": \"\"},\n{\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n{\"title\": \"INERTIA Organic Pads with Wings for Women Heavy Absorbency (10 Count) - The Most Organic Pads with The Best Absorbency, NO Petroleum-Based microplastic, Chlorine, or Fragrance. (Pack of 1)\\n10 Count (Pack of 1)\", \"asin\": \"B0BMLHK3V4\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\\n14 Count\", \"asin\": \"B06XKB611F\", \"price\": \"$7.22\", \"quantity\": \"\"},\n{\"title\": \"Frida Mom Postpartum Pads, Leak Proof Feminine Care Maxi Pads, 6 Layers of Protection for Maximum Absorbency (18ct)\\n18 Count (Pack of 1)\", \"asin\": \"B0BL5T4QF2\", \"price\": \"$10.98\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 48 Count\", \"asin\": \"B0DCGPN7G8\"}],\n\"search_results\": [{\"title\": \"Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count\", \"asin\": \"B08VCNYXXH\", \"price\": \"$7.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 12 left in stock - order soon.\"},\n{\"title\": \"Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Ultra Thin Overnight Pads with Flexi-Wings, Size 4, Overnight, Unscented, 78 Count Total (3 Packs of 26)\", \"asin\": \"B01IZ5EHJG\", \"price\": \"$18.39\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\", \"asin\": \"B00G8DDCEE\", \"price\": \"$7.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)\", \"asin\": \"B01IZ5EYJO\", \"price\": \"$21.87\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)\", \"asin\": \"B00XQEOTMC\", \"price\": \"$26.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)\", \"asin\": \"B01MU1465C\", \"price\": \"$16.91\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)\", \"asin\": \"B00G8DDC44\", \"price\": \"$7.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Pads Ultra Thin Size 5-24 Count (3 Pack)\", \"asin\": \"B01IAIN0RI\", \"price\": \"$30.12\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 3 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Feminine Pads For Women, Size 5 Extra Heavy Overnight Absorbency, With Wings, Unscented, 24 Count\", \"asin\": \"B00I5H5XV6\", \"price\": \"$7.09\", \"delivery\": \" FREE delivery Today 5 PM - 7 PM on orders over $50\"},\n{\"title\": \"Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary\", \"asin\": \"B0094DJSKM\", \"price\": \"$10.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Thin Daily Panty Liners for Women, Light Absorbency, Unscented, 162 Count (Packaging May Vary)\", \"asin\": \"B003VD5TMM\", \"price\": \"$7.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)\", \"asin\": \"B0DR35MCS9\", \"price\": \"$26.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct\", \"asin\": \"B000QV76CI\", \"price\": \"$12.62\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Regular Size Ultra Thin Sanitary Pads, 100% Organic Cotton from Texas, Powerful Leak Protection, Unscented, Chlorine Free and Absorbency of Feminine Periods, Pads for Women (14 Count)\", \"asin\": \"B0CFG8VD9W\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Cardinal Health\\u2122 Quilted Premium Underpads, Wings\\u2122, Maximum Absorbency, 2X-Large, 40 X 57IN, Case of 30\", \"asin\": \"B0CZSC8RTP\", \"price\": \"$83.71\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Overnight Ultra Thin Incontinence & Postpartum Pads with Wings for Bladder Leaks, 8 Drop Extra Absorbent, Long Length, 20 Count\", \"asin\": \"B0DK7VD3P5\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Long Super Pads with Wings, Unscented, 88 Count\", \"asin\": \"B003UZSHPM\", \"price\": \"$24.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)\", \"asin\": \"B0BPLPWGCL\", \"price\": \"$20.94\", \"delivery\": \"\"},\n{\"title\": \"Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)\", \"asin\": \"B006R6U9SY\", \"price\": \"$7.68\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Incontinence Guards/Incontinence Pads for Men/Bladder Control Pads, Maximum Absorbency, 104 Count (2 Packs of 52), Packaging May Vary\", \"asin\": \"B01KOFCNP0\", \"price\": \"$26.49\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.21\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon.\"},\n{\"title\": \"Ultra Invisible Ultra Thin Long Pads with Wings, Discreet & Breathable Heavy Flow Pads for Women, Perfect Fit for All Body Types & Underwear Styles, 96 Count (6 Packs of 16)\", \"asin\": \"B0BJP8BQ13\", \"price\": \"$16.15\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Pads for Women, Regular With Wings, 112ct (4 Packs of 28ct) | Feminine Care, Period & Postpartum Pads\", \"asin\": \"B0CW7HF47W\", \"price\": \"$26.72\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Ultra Thin Pads Slender Flexi-Wings 36 Each\", \"asin\": \"B0012ROL0K\", \"price\": \"$14.99\", \"delivery\": \"$4.79 delivery Apr 21 - 22 Or fastest delivery Apr 16 - 21 Only 4 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Long Super Pads, 20 Count, (Pack of 2)\", \"asin\": \"B074JCBQWB\", \"price\": \"$15.81\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"Infinity Feminine Pads for Women, Size 4 Overnight, with wings, unscented, 38 Count\", \"asin\": \"B08HFNQWQP\", \"price\": \"$11.47\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Infinity Feminine Pads for Women, Size 5 Extra Heavy Overnight, with Wings, unscented, 30 Count\", \"asin\": \"B07QNZDWHN\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Plus | Long Length Incontinence Bladder Control Pads | Ultimate Absorbency | 90 Count (2 packs or 45)\", \"asin\": \"B07BLKNZZ2\", \"price\": \"$38.40\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Ultra Thin Pads for Women, Overnight Pads With Wings, 120ct (3 Packs of 40ct) | Carefree Pads, Feminine Care, Period Pads & Postpartum Pads | 120ct (3 Packs of 40ct)\", \"asin\": \"B0CW7KCV4Q\", \"price\": \"$26.94\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Premium Incontinence Pads for Women - Discreet, Individually Wrapped Liners - Moderate Absorbency, Ergonomic Design for Comfort, Leak Protection - 20 Count (Pack of 1)\", \"asin\": \"B09L36MTMX\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count\", \"asin\": \"B01KL1DOTG\", \"price\": \"$6.29\", \"delivery\": \" FREE delivery Today 5 PM - 7 PM on orders over $50\"},\n{\"title\": \"Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)\", \"asin\": \"B01IULATV0\", \"price\": \"$26.91\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Always Ultra Thin Size 4 Overnight Pads with Wings Unscented 80 Ct.\", \"asin\": \"B08RDPL244\", \"price\": \"$26.00\", \"delivery\": \"FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon.\"},\n{\"title\": \"Maxi Overnight Pads with Wings for Women, Size 5, Extra Heavy Overnight Absorbency, Unscented, 36 Count (Packaging May Vary)\", \"asin\": \"B01M1BLRC1\", \"price\": \"$10.47\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Ultra Thin Size 3 Extra Long Super Pads with Wings Unscented, 28 Count\", \"asin\": \"B01NH7J7QO\", \"price\": \"$7.09\", \"delivery\": \" FREE delivery Today 5 PM - 7 PM on orders over $50\"},\n{\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)\", \"asin\": \"B07PPCRLHD\", \"price\": \"$23.94\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)\", \"asin\": \"B001DWNTBG\", \"price\": \"$6.27\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)\", \"asin\": \"B078YF278Y\", \"price\": \"$31.18\", \"delivery\": \"FREE delivery Apr 19 - 24 for Prime members\"},\n{\"title\": \"Ultra Thin Feminine Pads for Women, Size 5, Extra Heavy, Overnight Absorbency with Wings, 46 Count x 2 Packs (92 Count Total)\", \"asin\": \"B06XRW75WZ\"},\n{\"title\": \"Ultra Thin Size 5 Extra Heavy Overnight Pads With Wings Unscented, 46 Count\", \"asin\": \"B07148TC86\"},\n{\"title\": \"Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count\", \"asin\": \"B00MTT1UI6\"},\n{\"title\": \"Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)\", \"asin\": \"B0029NYQME\", \"price\": \"$33.00\", \"delivery\": \"FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Feminine Pads For Women, Size 3 Extra Long Super Absorbency, With Wings, Unscented, 38 Count\", \"asin\": \"B01MU2JNYC\"},\n{\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.21\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon.\"},\n{\"title\": \"Adult Incontinence Pads for Women, Moderate Absorbency, Long Length, Postpartum Pads, Up to 100% Bladder Leak Protection, 54 Count (Packaging May Vary)\", \"asin\": \"B00KXUW2FS\", \"price\": \"$14.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count\", \"asin\": \"B01IZ5FMEU\", \"price\": \"$12.39\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 18 left in stock (more on the way).\"},\n{\"title\": \"Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct\", \"asin\": \"B00J7L59K4\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\", \"asin\": \"B0001KOCGC\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 16 - 17\"},\n{\"title\": \"Daytime Pad, OLD PRODUCT, 36 Count (Pack of 2)\", \"asin\": \"B0029NYPUC\", \"price\": \"$24.98\", \"delivery\": \"FREE delivery Apr 23 - 27 for Prime members\"},\n{\"title\": \"Ultra Thin Feminine Pads for Women with Wings, Size 4, Overnight Absorbency, Unscented, 28 Count (Pack of 1)\", \"asin\": \"B000R91BX4\"},\n{\"title\": \"Balance Pads with Wings, Ultra Thin, Overnight, Extra Heavy Absorbency, 30 Count\", \"asin\": \"B0BLGMG6X2\", \"price\": \"$9.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Size 4 Overnight Pads With Wings Scented, 24 Count\", \"asin\": \"B002OTUZ7S\", \"price\": \"$16.76\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon.\"},\n{\"title\": \"Radiant Teen Feminine Pads with FlexFoam, Size 1, Regular, with Wings, Unscented, 42 CT\", \"asin\": \"B0BSR94ZQ5\", \"price\": \"$11.47\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 32 Count\", \"asin\": \"B0014CV0JI\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T17:23:49.425Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "always+ultra+thin+pads regular"}],
"promotion_items": [{"title": "Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\n14 Count", "asin": "B06XKB611F", "price": "$7.22", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Pads Size 3 Infinity With Flex Foam (14 Count) Extra Heavy Flow (Pack of 3)", "asin": "B0752HQ2WC", "price": "$27.59", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, 56 Counts)\n56 Count (Pack of 1)", "asin": "B0CGRGZ7R1", "price": "$23.50", "quantity": ""},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\n64 Count (Pack of 1)", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "INERTIA Organic Pads with Wings for Women Heavy Absorbency (10 Count) - The Most Organic Pads with The Best Absorbency, NO Petroleum-Based microplastic, Chlorine, or Fragrance. (Pack of 1)\n10 Count (Pack of 1)", "asin": "B0BMLHK3V4", "price": "$8.99", "quantity": ""},
{"title": "Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\n14 Count", "asin": "B06XKB611F", "price": "$7.22", "quantity": ""},
{"title": "Frida Mom Postpartum Pads, Leak Proof Feminine Care Maxi Pads, 6 Layers of Protection for Maximum Absorbency (18ct)\n18 Count (Pack of 1)", "asin": "B0BL5T4QF2", "price": "$10.98", "quantity": ""}],
"ads": [{"title": "Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 48 Count", "asin": "B0DCGPN7G8"}],
"search_results": [{"title": "Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count", "asin": "B08VCNYXXH", "price": "$7.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 12 left in stock - order soon."},
{"title": "Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Ultra Thin Overnight Pads with Flexi-Wings, Size 4, Overnight, Unscented, 78 Count Total (3 Packs of 26)", "asin": "B01IZ5EHJG", "price": "$18.39", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)", "asin": "B01IZ5EYJO", "price": "$21.87", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)", "asin": "B00XQEOTMC", "price": "$26.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)", "asin": "B01MU1465C", "price": "$16.91", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)", "asin": "B00G8DDC44", "price": "$7.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Pads Ultra Thin Size 5-24 Count (3 Pack)", "asin": "B01IAIN0RI", "price": "$30.12", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 3 left in stock - order soon."},
{"title": "Ultra Thin Feminine Pads For Women, Size 5 Extra Heavy Overnight Absorbency, With Wings, Unscented, 24 Count", "asin": "B00I5H5XV6", "price": "$7.09", "delivery": " FREE delivery Today 5 PM - 7 PM on orders over $50"},
{"title": "Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary", "asin": "B0094DJSKM", "price": "$10.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Thin Daily Panty Liners for Women, Light Absorbency, Unscented, 162 Count (Packaging May Vary)", "asin": "B003VD5TMM", "price": "$7.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)", "asin": "B0DR35MCS9", "price": "$26.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct", "asin": "B000QV76CI", "price": "$12.62", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon."},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)", "asin": "B0CGRFD22M", "price": "$23.50", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Regular Size Ultra Thin Sanitary Pads, 100% Organic Cotton from Texas, Powerful Leak Protection, Unscented, Chlorine Free and Absorbency of Feminine Periods, Pads for Women (14 Count)", "asin": "B0CFG8VD9W", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Cardinal Health\u2122 Quilted Premium Underpads, Wings\u2122, Maximum Absorbency, 2X-Large, 40 X 57IN, Case of 30", "asin": "B0CZSC8RTP", "price": "$83.71", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Overnight Ultra Thin Incontinence & Postpartum Pads with Wings for Bladder Leaks, 8 Drop Extra Absorbent, Long Length, 20 Count", "asin": "B0DK7VD3P5", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Long Super Pads with Wings, Unscented, 88 Count", "asin": "B003UZSHPM", "price": "$24.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)", "asin": "B0BPLPWGCL", "price": "$20.94", "delivery": ""},
{"title": "Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)", "asin": "B006R6U9SY", "price": "$7.68", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Incontinence Guards/Incontinence Pads for Men/Bladder Control Pads, Maximum Absorbency, 104 Count (2 Packs of 52), Packaging May Vary", "asin": "B01KOFCNP0", "price": "$26.49", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.21", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon."},
{"title": "Ultra Invisible Ultra Thin Long Pads with Wings, Discreet & Breathable Heavy Flow Pads for Women, Perfect Fit for All Body Types & Underwear Styles, 96 Count (6 Packs of 16)", "asin": "B0BJP8BQ13", "price": "$16.15", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Regular With Wings, 112ct (4 Packs of 28ct) | Feminine Care, Period & Postpartum Pads", "asin": "B0CW7HF47W", "price": "$26.72", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Ultra Thin Pads Slender Flexi-Wings 36 Each", "asin": "B0012ROL0K", "price": "$14.99", "delivery": "$4.79 delivery Apr 21 - 22 Or fastest delivery Apr 16 - 21 Only 4 left in stock - order soon."},
{"title": "Ultra Thin Long Super Pads, 20 Count, (Pack of 2)", "asin": "B074JCBQWB", "price": "$15.81", "delivery": "FREE delivery Apr 16 - 18"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight, with wings, unscented, 38 Count", "asin": "B08HFNQWQP", "price": "$11.47", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Size 5 Extra Heavy Overnight, with Wings, unscented, 30 Count", "asin": "B07QNZDWHN", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Plus | Long Length Incontinence Bladder Control Pads | Ultimate Absorbency | 90 Count (2 packs or 45)", "asin": "B07BLKNZZ2", "price": "$38.40", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ultra Thin Pads for Women, Overnight Pads With Wings, 120ct (3 Packs of 40ct) | Carefree Pads, Feminine Care, Period Pads & Postpartum Pads | 120ct (3 Packs of 40ct)", "asin": "B0CW7KCV4Q", "price": "$26.94", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Premium Incontinence Pads for Women - Discreet, Individually Wrapped Liners - Moderate Absorbency, Ergonomic Design for Comfort, Leak Protection - 20 Count (Pack of 1)", "asin": "B09L36MTMX", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count", "asin": "B01KL1DOTG", "price": "$6.29", "delivery": " FREE delivery Today 5 PM - 7 PM on orders over $50"},
{"title": "Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)", "asin": "B01IULATV0", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Always Ultra Thin Size 4 Overnight Pads with Wings Unscented 80 Ct.", "asin": "B08RDPL244", "price": "$26.00", "delivery": "FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon."},
{"title": "Maxi Overnight Pads with Wings for Women, Size 5, Extra Heavy Overnight Absorbency, Unscented, 36 Count (Packaging May Vary)", "asin": "B01M1BLRC1", "price": "$10.47", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ultra Thin Size 3 Extra Long Super Pads with Wings Unscented, 28 Count", "asin": "B01NH7J7QO", "price": "$7.09", "delivery": " FREE delivery Today 5 PM - 7 PM on orders over $50"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)", "asin": "B07PPCRLHD", "price": "$23.94", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)", "asin": "B001DWNTBG", "price": "$6.27", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)", "asin": "B078YF278Y", "price": "$31.18", "delivery": "FREE delivery Apr 19 - 24 for Prime members"},
{"title": "Ultra Thin Feminine Pads for Women, Size 5, Extra Heavy, Overnight Absorbency with Wings, 46 Count x 2 Packs (92 Count Total)", "asin": "B06XRW75WZ"},
{"title": "Ultra Thin Size 5 Extra Heavy Overnight Pads With Wings Unscented, 46 Count", "asin": "B07148TC86"},
{"title": "Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count", "asin": "B00MTT1UI6"},
{"title": "Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)", "asin": "B0029NYQME", "price": "$33.00", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon."},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Long Super Absorbency, With Wings, Unscented, 38 Count", "asin": "B01MU2JNYC"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.21", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon."},
{"title": "Adult Incontinence Pads for Women, Moderate Absorbency, Long Length, Postpartum Pads, Up to 100% Bladder Leak Protection, 54 Count (Packaging May Vary)", "asin": "B00KXUW2FS", "price": "$14.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count", "asin": "B01IZ5FMEU", "price": "$12.39", "delivery": "FREE delivery Wed, Apr 16 Only 18 left in stock (more on the way)."},
{"title": "Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct", "asin": "B00J7L59K4", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary", "asin": "B0001KOCGC", "price": "$9.99", "delivery": "FREE delivery Apr 16 - 17"},
{"title": "Daytime Pad, OLD PRODUCT, 36 Count (Pack of 2)", "asin": "B0029NYPUC", "price": "$24.98", "delivery": "FREE delivery Apr 23 - 27 for Prime members"},
{"title": "Ultra Thin Feminine Pads for Women with Wings, Size 4, Overnight Absorbency, Unscented, 28 Count (Pack of 1)", "asin": "B000R91BX4"},
{"title": "Balance Pads with Wings, Ultra Thin, Overnight, Extra Heavy Absorbency, 30 Count", "asin": "B0BLGMG6X2", "price": "$9.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Size 4 Overnight Pads With Wings Scented, 24 Count", "asin": "B002OTUZ7S", "price": "$16.76", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon."},
{"title": "Radiant Teen Feminine Pads with FlexFoam, Size 1, Regular, with Wings, Unscented, 42 CT", "asin": "B0BSR94ZQ5", "price": "$11.47", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 32 Count", "asin": "B0014CV0JI"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T17:23:49.425Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-12T17:23:49.425Z
|
click
|
search
|
rule
|
2025-04-12T17:23:49.425Z
|
click
|
search
|
train
| 642 |
2025-04-12T17:23:49.425Z
|
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": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "always+ultra+thin+pads regular"}],
"promotion_items": [{"title": "Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\n14 Count", "asin": "B06XKB611F", "price": "$7.22", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Pads Size 3 Infinity With Flex Foam (14 Count) Extra Heavy Flow (Pack of 3)", "asin": "B0752HQ2WC", "price": "$27.59", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, 56 Counts)\n56 Count (Pack of 1)", "asin": "B0CGRGZ7R1", "price": "$23.50", "quantity": ""},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\n64 Count (Pack of 1)", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "INERTIA Organic Pads with Wings for Women Heavy Absorbency (10 Count) - The Most Organic Pads with The Best Absorbency, NO Petroleum-Based microplastic, Chlorine, or Fragrance. (Pack of 1)\n10 Count (Pack of 1)", "asin": "B0BMLHK3V4", "price": "$8.99", "quantity": ""},
{"title": "Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\n14 Count", "asin": "B06XKB611F", "price": "$7.22", "quantity": ""},
{"title": "Frida Mom Postpartum Pads, Leak Proof Feminine Care Maxi Pads, 6 Layers of Protection for Maximum Absorbency (18ct)\n18 Count (Pack of 1)", "asin": "B0BL5T4QF2", "price": "$10.98", "quantity": ""}],
"ads": [{"title": "Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 48 Count", "asin": "B0DCGPN7G8"}],
"search_results": [{"title": "Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count", "asin": "B08VCNYXXH", "price": "$7.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 12 left in stock - order soon."},
{"title": "Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Ultra Thin Overnight Pads with Flexi-Wings, Size 4, Overnight, Unscented, 78 Count Total (3 Packs of 26)", "asin": "B01IZ5EHJG", "price": "$18.39", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)", "asin": "B01IZ5EYJO", "price": "$21.87", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)", "asin": "B00XQEOTMC", "price": "$26.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)", "asin": "B01MU1465C", "price": "$16.91", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)", "asin": "B00G8DDC44", "price": "$7.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Pads Ultra Thin Size 5-24 Count (3 Pack)", "asin": "B01IAIN0RI", "price": "$30.12", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 3 left in stock - order soon."},
{"title": "Ultra Thin Feminine Pads For Women, Size 5 Extra Heavy Overnight Absorbency, With Wings, Unscented, 24 Count", "asin": "B00I5H5XV6", "price": "$7.09", "delivery": " FREE delivery Today 5 PM - 7 PM on orders over $50"},
{"title": "Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary", "asin": "B0094DJSKM", "price": "$10.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Thin Daily Panty Liners for Women, Light Absorbency, Unscented, 162 Count (Packaging May Vary)", "asin": "B003VD5TMM", "price": "$7.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)", "asin": "B0DR35MCS9", "price": "$26.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct", "asin": "B000QV76CI", "price": "$12.62", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon."},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)", "asin": "B0CGRFD22M", "price": "$23.50", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Regular Size Ultra Thin Sanitary Pads, 100% Organic Cotton from Texas, Powerful Leak Protection, Unscented, Chlorine Free and Absorbency of Feminine Periods, Pads for Women (14 Count)", "asin": "B0CFG8VD9W", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Cardinal Health\u2122 Quilted Premium Underpads, Wings\u2122, Maximum Absorbency, 2X-Large, 40 X 57IN, Case of 30", "asin": "B0CZSC8RTP", "price": "$83.71", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Overnight Ultra Thin Incontinence & Postpartum Pads with Wings for Bladder Leaks, 8 Drop Extra Absorbent, Long Length, 20 Count", "asin": "B0DK7VD3P5", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Long Super Pads with Wings, Unscented, 88 Count", "asin": "B003UZSHPM", "price": "$24.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)", "asin": "B0BPLPWGCL", "price": "$20.94", "delivery": ""},
{"title": "Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)", "asin": "B006R6U9SY", "price": "$7.68", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Incontinence Guards/Incontinence Pads for Men/Bladder Control Pads, Maximum Absorbency, 104 Count (2 Packs of 52), Packaging May Vary", "asin": "B01KOFCNP0", "price": "$26.49", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.21", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon."},
{"title": "Ultra Invisible Ultra Thin Long Pads with Wings, Discreet & Breathable Heavy Flow Pads for Women, Perfect Fit for All Body Types & Underwear Styles, 96 Count (6 Packs of 16)", "asin": "B0BJP8BQ13", "price": "$16.15", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Regular With Wings, 112ct (4 Packs of 28ct) | Feminine Care, Period & Postpartum Pads", "asin": "B0CW7HF47W", "price": "$26.72", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Ultra Thin Pads Slender Flexi-Wings 36 Each", "asin": "B0012ROL0K", "price": "$14.99", "delivery": "$4.79 delivery Apr 21 - 22 Or fastest delivery Apr 16 - 21 Only 4 left in stock - order soon."},
{"title": "Ultra Thin Long Super Pads, 20 Count, (Pack of 2)", "asin": "B074JCBQWB", "price": "$15.81", "delivery": "FREE delivery Apr 16 - 18"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight, with wings, unscented, 38 Count", "asin": "B08HFNQWQP", "price": "$11.47", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Size 5 Extra Heavy Overnight, with Wings, unscented, 30 Count", "asin": "B07QNZDWHN", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Plus | Long Length Incontinence Bladder Control Pads | Ultimate Absorbency | 90 Count (2 packs or 45)", "asin": "B07BLKNZZ2", "price": "$38.40", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ultra Thin Pads for Women, Overnight Pads With Wings, 120ct (3 Packs of 40ct) | Carefree Pads, Feminine Care, Period Pads & Postpartum Pads | 120ct (3 Packs of 40ct)", "asin": "B0CW7KCV4Q", "price": "$26.94", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Premium Incontinence Pads for Women - Discreet, Individually Wrapped Liners - Moderate Absorbency, Ergonomic Design for Comfort, Leak Protection - 20 Count (Pack of 1)", "asin": "B09L36MTMX", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count", "asin": "B01KL1DOTG", "price": "$6.29", "delivery": " FREE delivery Today 5 PM - 7 PM on orders over $50"},
{"title": "Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)", "asin": "B01IULATV0", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Always Ultra Thin Size 4 Overnight Pads with Wings Unscented 80 Ct.", "asin": "B08RDPL244", "price": "$26.00", "delivery": "FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon."},
{"title": "Maxi Overnight Pads with Wings for Women, Size 5, Extra Heavy Overnight Absorbency, Unscented, 36 Count (Packaging May Vary)", "asin": "B01M1BLRC1", "price": "$10.47", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ultra Thin Size 3 Extra Long Super Pads with Wings Unscented, 28 Count", "asin": "B01NH7J7QO", "price": "$7.09", "delivery": " FREE delivery Today 5 PM - 7 PM on orders over $50"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)", "asin": "B07PPCRLHD", "price": "$23.94", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)", "asin": "B001DWNTBG", "price": "$6.27", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)", "asin": "B078YF278Y", "price": "$31.18", "delivery": "FREE delivery Apr 19 - 24 for Prime members"},
{"title": "Ultra Thin Feminine Pads for Women, Size 5, Extra Heavy, Overnight Absorbency with Wings, 46 Count x 2 Packs (92 Count Total)", "asin": "B06XRW75WZ"},
{"title": "Ultra Thin Size 5 Extra Heavy Overnight Pads With Wings Unscented, 46 Count", "asin": "B07148TC86"},
{"title": "Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count", "asin": "B00MTT1UI6"},
{"title": "Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)", "asin": "B0029NYQME", "price": "$33.00", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon."},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Long Super Absorbency, With Wings, Unscented, 38 Count", "asin": "B01MU2JNYC"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.21", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon."},
{"title": "Adult Incontinence Pads for Women, Moderate Absorbency, Long Length, Postpartum Pads, Up to 100% Bladder Leak Protection, 54 Count (Packaging May Vary)", "asin": "B00KXUW2FS", "price": "$14.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count", "asin": "B01IZ5FMEU", "price": "$12.39", "delivery": "FREE delivery Wed, Apr 16 Only 18 left in stock (more on the way)."},
{"title": "Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct", "asin": "B00J7L59K4", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary", "asin": "B0001KOCGC", "price": "$9.99", "delivery": "FREE delivery Apr 16 - 17"},
{"title": "Daytime Pad, OLD PRODUCT, 36 Count (Pack of 2)", "asin": "B0029NYPUC", "price": "$24.98", "delivery": "FREE delivery Apr 23 - 27 for Prime members"},
{"title": "Ultra Thin Feminine Pads for Women with Wings, Size 4, Overnight Absorbency, Unscented, 28 Count (Pack of 1)", "asin": "B000R91BX4"},
{"title": "Balance Pads with Wings, Ultra Thin, Overnight, Extra Heavy Absorbency, 30 Count", "asin": "B0BLGMG6X2", "price": "$9.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Size 4 Overnight Pads With Wings Scented, 24 Count", "asin": "B002OTUZ7S", "price": "$16.76", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon."},
{"title": "Radiant Teen Feminine Pads with FlexFoam, Size 1, Regular, with Wings, Unscented, 42 CT", "asin": "B0BSR94ZQ5", "price": "$11.47", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 32 Count", "asin": "B0014CV0JI"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T17:23:49.425Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:07:29.951Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:09:31.002Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:22:04.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:04.911Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:23:49.425Z\", \"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\": \"always+ultra+thin+pads regular\"}],\n\"promotion_items\": [{\"title\": \"Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\\n14 Count\", \"asin\": \"B06XKB611F\", \"price\": \"$7.22\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n{\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"quantity\": \"\"},\n{\"title\": \"Always Pads Size 3 Infinity With Flex Foam (14 Count) Extra Heavy Flow (Pack of 3)\", \"asin\": \"B0752HQ2WC\", \"price\": \"$27.59\", \"quantity\": \"\"},\n{\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"quantity\": \"\"},\n{\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n{\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\\n64 Count (Pack of 1)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"quantity\": \"\"},\n{\"title\": \"INERTIA Organic Pads with Wings for Women Heavy Absorbency (10 Count) - The Most Organic Pads with The Best Absorbency, NO Petroleum-Based microplastic, Chlorine, or Fragrance. (Pack of 1)\\n10 Count (Pack of 1)\", \"asin\": \"B0BMLHK3V4\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Frida Mom Postpartum Pads, Leak Proof Feminine Care Maxi Pads, 6 Layers of Protection for Maximum Absorbency (18ct)\\n18 Count (Pack of 1)\", \"asin\": \"B0BL5T4QF2\", \"price\": \"$10.98\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 48 Count\", \"asin\": \"B0DCGPN7G8\"}],\n\"search_results\": [{\"title\": \"Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)\", \"asin\": \"B01IZ5EYJO\", \"price\": \"$21.87\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\", \"asin\": \"B00G8DDCEE\", \"price\": \"$7.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct\", \"asin\": \"B000QV76CI\", \"price\": \"$12.62\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.21\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon.\"},\n{\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Balance Ultra Thin Pads with Wings, Regular Absorbency, 50 Count (Packaging May Vary)\", \"asin\": \"B0BLGFR9H8\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\", \"asin\": \"B0001KOCGC\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 16 - 17\"},\n{\"title\": \"Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)\", \"asin\": \"B001DWNTBG\", \"price\": \"$6.27\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Overnight Pads, Size 4, Overnight, Unscented, 50 Count x 3 Packs (150 Count total) (Packaging May Vary)\", \"asin\": \"B01IZ5EMBO\", \"price\": \"$31.41\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)\", \"asin\": \"B078YF278Y\", \"price\": \"$31.18\", \"delivery\": \"FREE delivery Apr 19 - 24 for Prime members\"},\n{\"title\": \"Maxi Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 48 Count (Pack of 2)\", \"asin\": \"B0D14XW65S\", \"price\": \"$12.54\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)\", \"asin\": \"B00XQEOTMC\", \"price\": \"$26.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.21\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Light Absorbency, Chlorine Free, Unscented, Hypoallergenic Panty Liners for Women (40 Count)\", \"asin\": \"B08ZJN632Z\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Overnight Ultra Thin Incontinence & Postpartum Pads with Wings for Bladder Leaks, 8 Drop Extra Absorbent, Long Length, 20 Count\", \"asin\": \"B0DK7VD3P5\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Regular Pads with Wings, Unscented - 36 Count\", \"asin\": \"B000QB4WJS\", \"price\": \"$16.20\", \"delivery\": \"FREE delivery Fri, Apr 18 Only 14 left in stock - order soon.\"},\n{\"title\": \"Always Pads, Ultra Thin, Without Wings, Regular 22 Pads\", \"asin\": \"B0052RF17S\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 21 - 25 for Prime members\"},\n{\"title\": \"Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)\", \"asin\": \"B0029NYQME\", \"price\": \"$33.00\", \"delivery\": \"FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon.\"},\n{\"title\": \"Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary\", \"asin\": \"B0094DJSKM\", \"price\": \"$10.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Cardinal Health\\u2122 Quilted Premium Underpads, Wings\\u2122, Maximum Absorbency, 2X-Large, 40 X 57IN, Case of 30\", \"asin\": \"B0CZSC8RTP\", \"price\": \"$83.71\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Ultra Invisible Ultra Thin Long Pads with Wings, Discreet & Breathable Heavy Flow Pads for Women, Perfect Fit for All Body Types & Underwear Styles, 96 Count (6 Packs of 16)\", \"asin\": \"B0BJP8BQ13\", \"price\": \"$16.15\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Premium Incontinence Pads for Women - Discreet, Individually Wrapped Liners - Moderate Absorbency, Ergonomic Design for Comfort, Leak Protection - 20 Count (Pack of 1)\", \"asin\": \"B09L36MTMX\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Sensitive Ultra Normal Plus Pads with Wings 10pcs\", \"asin\": \"B01N762O0B\", \"price\": \"$8.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Pads Ultra Thin Size 1-36 Count Regular (6 Pack)\", \"asin\": \"B00CBOWCMW\", \"price\": \"$56.30\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)\", \"asin\": \"B01IULATV0\", \"price\": \"$26.91\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Adult Incontinence Pads for Women, Moderate Absorbency, Regular Length, Postpartum Pads, 108 CT (Packaging May Vary)\", \"asin\": \"B0CSTDG98Z\", \"price\": \"$22.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count\", \"asin\": \"B08VCNYXXH\", \"price\": \"$7.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 12 left in stock - order soon.\"},\n{\"title\": \"100% Organic Pads for Women 54ct, Ultra Thin Unscented Feminine Period-Pads with Wing, Regular Absorbency Sanitary Pad, Organic Cotton Pad Menstrual (Regular, Size 3, 54 Count)\", \"asin\": \"B0D73WGRCV\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Postpartum Pads, Leak Proof Feminine Care Maxi Pads, 6 Layers of Protection for Maximum Absorbency (18ct)\", \"asin\": \"B0BL5T4QF2\", \"price\": \"$10.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)\", \"asin\": \"B01MU1465C\", \"price\": \"$16.91\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Daily Fresh Thin Liners, Regular Absorbency, Unscented Panty Liners, 216 Count (Packaging May Vary)\", \"asin\": \"B07QTDSYZ9\", \"price\": \"$9.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)\", \"asin\": \"B0DR35MCS9\", \"price\": \"$26.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)\", \"asin\": \"B07PPCRLHD\", \"price\": \"$23.94\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Regular Absorbency Pads for Women, Ultra Thin with Flexi-Wings, Unscented, Size 1, 144 Count, (4 Packs of 36) (Previously Solimo)\", \"asin\": \"B09B7P213M\", \"price\": \"$15.05\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Radiant Teen Feminine Pads with FlexFoam, Size 1, Regular, with Wings, Unscented, 42 CT\", \"asin\": \"B0BSR94ZQ5\", \"price\": \"$11.47\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Incontinence & Postpartum Pads with Wings for Bladder Leaks, 3 Drop Light Absorbency, Regular Length, 132 Count, Packaging May Vary\", \"asin\": \"B09PFDZTPS\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Anti-Bunch Xtra Protection Daily Liners, Regular Length, Unscented, 34 Count x 4 (136 Count Total) (Packaging May Vary)\", \"asin\": \"B07QVSNPWR\", \"price\": \"$12.44\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count\", \"asin\": \"B01IZ5FMEU\", \"price\": \"$12.39\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 18 left in stock (more on the way).\"},\n{\"title\": \"Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count\", \"asin\": \"B00MTT1UI6\"},\n{\"title\": \"Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Multipack, with Wings, Unscented, 36 Count x 2 Packs (72 Count Total)\", \"asin\": \"B0029NYSG8\"},\n{\"title\": \"Ultra Thin Feminine Pads For Women, Size 1 Regular Absorbency, With Wings, Unscented, 36 Count\", \"asin\": \"B0014CV0LQ\"},\n{\"title\": \"Radiant Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Flexfoam, With Wings, Light Clean Scent, 30 Count x 3 Packs (90 Count total)\", \"asin\": \"B01HODORZ4\", \"price\": \"$26.91\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Ultra Thin Incontinence Pads & Postpartum Pads for Bladder Leaks, 4 Drop Moderate Absorbency, Regular Length, 48 Count Pack of 3 (total 144 Count), Packaging May Vary\", \"asin\": \"B083M2RKFR\", \"price\": \"$35.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Maxi Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 60 Count\", \"asin\": \"B0081PGTVK\", \"price\": \"$10.47\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Feminine Pads for Women with Wings, Size 4, Overnight Absorbency, Unscented, 28 Count (Pack of 1)\", \"asin\": \"B000R91BX4\"},\n{\"title\": \"Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count\", \"asin\": \"B01KL1DOTG\", \"price\": \"$6.29\", \"delivery\": \" FREE delivery Today 5 PM - 7 PM on orders over $50\"},\n{\"title\": \"Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct\", \"asin\": \"B00J7L59K4\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Pure Cotton with Flexfoam Pads, Size 1,Regular Absorbency 28 Count (Pack of 3)\", \"asin\": \"B084S1JLX1\", \"price\": \"$26.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count (Pack of 3)\", \"asin\": \"B001G7QSGQ\"},\n{\"title\": \"Ultra Thin Daytime Regular Pads with Wings - Size 2, Unscented, 20 ct\", \"asin\": \"B09TTS1VQ9\"},\n{\"title\": \"Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)\", \"asin\": \"B00G8DDC44\", \"price\": \"$7.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)\", \"asin\": \"B01MSZJW51\", \"price\": \"$26.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Pads for Women, Regular Pads With Wings, 28ct | Carefree Pads, Feminine Care, Period Pads & Postpartum Pads | 28ct (Pack of 1)\", \"asin\": \"B0CTRTYKV5\", \"price\": \"$6.68\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Regular Pads with Wings, Unscented, 96 Count\", \"asin\": \"B00AY0K7YA\"},\n{\"title\": \"Adult Incontinence Pads for Women, Light Absorbency, Regular Length, Postpartum Pads, 30 Count x 3 Packs (90 Count Total) (Packaging May Vary)\", \"asin\": \"B07SW13PX4\", \"price\": \"$18.87\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)\", \"asin\": \"B006R6U9SY\", \"price\": \"$7.68\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T17:24:29.365Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "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": "always+ultra+thin+pads regular"}],
"promotion_items": [{"title": "Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\n14 Count", "asin": "B06XKB611F", "price": "$7.22", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Pads Size 3 Infinity With Flex Foam (14 Count) Extra Heavy Flow (Pack of 3)", "asin": "B0752HQ2WC", "price": "$27.59", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\n64 Count (Pack of 1)", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "INERTIA Organic Pads with Wings for Women Heavy Absorbency (10 Count) - The Most Organic Pads with The Best Absorbency, NO Petroleum-Based microplastic, Chlorine, or Fragrance. (Pack of 1)\n10 Count (Pack of 1)", "asin": "B0BMLHK3V4", "price": "$8.99", "quantity": ""},
{"title": "Frida Mom Postpartum Pads, Leak Proof Feminine Care Maxi Pads, 6 Layers of Protection for Maximum Absorbency (18ct)\n18 Count (Pack of 1)", "asin": "B0BL5T4QF2", "price": "$10.98", "quantity": ""}],
"ads": [{"title": "Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 48 Count", "asin": "B0DCGPN7G8"}],
"search_results": [{"title": "Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)", "asin": "B01IZ5EYJO", "price": "$21.87", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct", "asin": "B000QV76CI", "price": "$12.62", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon."},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.21", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon."},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Balance Ultra Thin Pads with Wings, Regular Absorbency, 50 Count (Packaging May Vary)", "asin": "B0BLGFR9H8", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary", "asin": "B0001KOCGC", "price": "$9.99", "delivery": "FREE delivery Apr 16 - 17"},
{"title": "Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)", "asin": "B001DWNTBG", "price": "$6.27", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Overnight Pads, Size 4, Overnight, Unscented, 50 Count x 3 Packs (150 Count total) (Packaging May Vary)", "asin": "B01IZ5EMBO", "price": "$31.41", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)", "asin": "B078YF278Y", "price": "$31.18", "delivery": "FREE delivery Apr 19 - 24 for Prime members"},
{"title": "Maxi Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 48 Count (Pack of 2)", "asin": "B0D14XW65S", "price": "$12.54", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)", "asin": "B00XQEOTMC", "price": "$26.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.21", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon."},
{"title": "Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Light Absorbency, Chlorine Free, Unscented, Hypoallergenic Panty Liners for Women (40 Count)", "asin": "B08ZJN632Z", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Overnight Ultra Thin Incontinence & Postpartum Pads with Wings for Bladder Leaks, 8 Drop Extra Absorbent, Long Length, 20 Count", "asin": "B0DK7VD3P5", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)", "asin": "B0CGRFD22M", "price": "$23.50", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Regular Pads with Wings, Unscented - 36 Count", "asin": "B000QB4WJS", "price": "$16.20", "delivery": "FREE delivery Fri, Apr 18 Only 14 left in stock - order soon."},
{"title": "Always Pads, Ultra Thin, Without Wings, Regular 22 Pads", "asin": "B0052RF17S", "price": "$14.99", "delivery": "FREE delivery Apr 21 - 25 for Prime members"},
{"title": "Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)", "asin": "B0029NYQME", "price": "$33.00", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon."},
{"title": "Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary", "asin": "B0094DJSKM", "price": "$10.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Cardinal Health\u2122 Quilted Premium Underpads, Wings\u2122, Maximum Absorbency, 2X-Large, 40 X 57IN, Case of 30", "asin": "B0CZSC8RTP", "price": "$83.71", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Ultra Invisible Ultra Thin Long Pads with Wings, Discreet & Breathable Heavy Flow Pads for Women, Perfect Fit for All Body Types & Underwear Styles, 96 Count (6 Packs of 16)", "asin": "B0BJP8BQ13", "price": "$16.15", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Premium Incontinence Pads for Women - Discreet, Individually Wrapped Liners - Moderate Absorbency, Ergonomic Design for Comfort, Leak Protection - 20 Count (Pack of 1)", "asin": "B09L36MTMX", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Sensitive Ultra Normal Plus Pads with Wings 10pcs", "asin": "B01N762O0B", "price": "$8.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Pads Ultra Thin Size 1-36 Count Regular (6 Pack)", "asin": "B00CBOWCMW", "price": "$56.30", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16"},
{"title": "Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)", "asin": "B01IULATV0", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Adult Incontinence Pads for Women, Moderate Absorbency, Regular Length, Postpartum Pads, 108 CT (Packaging May Vary)", "asin": "B0CSTDG98Z", "price": "$22.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count", "asin": "B08VCNYXXH", "price": "$7.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 12 left in stock - order soon."},
{"title": "100% Organic Pads for Women 54ct, Ultra Thin Unscented Feminine Period-Pads with Wing, Regular Absorbency Sanitary Pad, Organic Cotton Pad Menstrual (Regular, Size 3, 54 Count)", "asin": "B0D73WGRCV", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Postpartum Pads, Leak Proof Feminine Care Maxi Pads, 6 Layers of Protection for Maximum Absorbency (18ct)", "asin": "B0BL5T4QF2", "price": "$10.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)", "asin": "B01MU1465C", "price": "$16.91", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Daily Fresh Thin Liners, Regular Absorbency, Unscented Panty Liners, 216 Count (Packaging May Vary)", "asin": "B07QTDSYZ9", "price": "$9.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)", "asin": "B0DR35MCS9", "price": "$26.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)", "asin": "B07PPCRLHD", "price": "$23.94", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Regular Absorbency Pads for Women, Ultra Thin with Flexi-Wings, Unscented, Size 1, 144 Count, (4 Packs of 36) (Previously Solimo)", "asin": "B09B7P213M", "price": "$15.05", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Radiant Teen Feminine Pads with FlexFoam, Size 1, Regular, with Wings, Unscented, 42 CT", "asin": "B0BSR94ZQ5", "price": "$11.47", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Incontinence & Postpartum Pads with Wings for Bladder Leaks, 3 Drop Light Absorbency, Regular Length, 132 Count, Packaging May Vary", "asin": "B09PFDZTPS", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Anti-Bunch Xtra Protection Daily Liners, Regular Length, Unscented, 34 Count x 4 (136 Count Total) (Packaging May Vary)", "asin": "B07QVSNPWR", "price": "$12.44", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count", "asin": "B01IZ5FMEU", "price": "$12.39", "delivery": "FREE delivery Wed, Apr 16 Only 18 left in stock (more on the way)."},
{"title": "Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count", "asin": "B00MTT1UI6"},
{"title": "Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Multipack, with Wings, Unscented, 36 Count x 2 Packs (72 Count Total)", "asin": "B0029NYSG8"},
{"title": "Ultra Thin Feminine Pads For Women, Size 1 Regular Absorbency, With Wings, Unscented, 36 Count", "asin": "B0014CV0LQ"},
{"title": "Radiant Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Flexfoam, With Wings, Light Clean Scent, 30 Count x 3 Packs (90 Count total)", "asin": "B01HODORZ4", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Ultra Thin Incontinence Pads & Postpartum Pads for Bladder Leaks, 4 Drop Moderate Absorbency, Regular Length, 48 Count Pack of 3 (total 144 Count), Packaging May Vary", "asin": "B083M2RKFR", "price": "$35.50", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Maxi Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 60 Count", "asin": "B0081PGTVK", "price": "$10.47", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads for Women with Wings, Size 4, Overnight Absorbency, Unscented, 28 Count (Pack of 1)", "asin": "B000R91BX4"},
{"title": "Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count", "asin": "B01KL1DOTG", "price": "$6.29", "delivery": " FREE delivery Today 5 PM - 7 PM on orders over $50"},
{"title": "Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct", "asin": "B00J7L59K4", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Pure Cotton with Flexfoam Pads, Size 1,Regular Absorbency 28 Count (Pack of 3)", "asin": "B084S1JLX1", "price": "$26.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count (Pack of 3)", "asin": "B001G7QSGQ"},
{"title": "Ultra Thin Daytime Regular Pads with Wings - Size 2, Unscented, 20 ct", "asin": "B09TTS1VQ9"},
{"title": "Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)", "asin": "B00G8DDC44", "price": "$7.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)", "asin": "B01MSZJW51", "price": "$26.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Regular Pads With Wings, 28ct | Carefree Pads, Feminine Care, Period Pads & Postpartum Pads | 28ct (Pack of 1)", "asin": "B0CTRTYKV5", "price": "$6.68", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Regular Pads with Wings, Unscented, 96 Count", "asin": "B00AY0K7YA"},
{"title": "Adult Incontinence Pads for Women, Light Absorbency, Regular Length, Postpartum Pads, 30 Count x 3 Packs (90 Count Total) (Packaging May Vary)", "asin": "B07SW13PX4", "price": "$18.87", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)", "asin": "B006R6U9SY", "price": "$7.68", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T17:24:29.365Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-12T17:24:29.365Z
|
click_product
|
B00G8DDCEE
|
rule
|
2025-04-12T17:24:29.365Z
|
click_product
|
B00G8DDCEE
|
train
| 643 |
2025-04-12T17:24:29.365Z
|
click_product
|
B00G8DDCEE
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "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": "always+ultra+thin+pads regular"}],
"promotion_items": [{"title": "Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\n14 Count", "asin": "B06XKB611F", "price": "$7.22", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Pads Size 3 Infinity With Flex Foam (14 Count) Extra Heavy Flow (Pack of 3)", "asin": "B0752HQ2WC", "price": "$27.59", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\n64 Count (Pack of 1)", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "INERTIA Organic Pads with Wings for Women Heavy Absorbency (10 Count) - The Most Organic Pads with The Best Absorbency, NO Petroleum-Based microplastic, Chlorine, or Fragrance. (Pack of 1)\n10 Count (Pack of 1)", "asin": "B0BMLHK3V4", "price": "$8.99", "quantity": ""},
{"title": "Frida Mom Postpartum Pads, Leak Proof Feminine Care Maxi Pads, 6 Layers of Protection for Maximum Absorbency (18ct)\n18 Count (Pack of 1)", "asin": "B0BL5T4QF2", "price": "$10.98", "quantity": ""}],
"ads": [{"title": "Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 48 Count", "asin": "B0DCGPN7G8"}],
"search_results": [{"title": "Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)", "asin": "B01IZ5EYJO", "price": "$21.87", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct", "asin": "B000QV76CI", "price": "$12.62", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon."},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.21", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon."},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Balance Ultra Thin Pads with Wings, Regular Absorbency, 50 Count (Packaging May Vary)", "asin": "B0BLGFR9H8", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary", "asin": "B0001KOCGC", "price": "$9.99", "delivery": "FREE delivery Apr 16 - 17"},
{"title": "Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)", "asin": "B001DWNTBG", "price": "$6.27", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Overnight Pads, Size 4, Overnight, Unscented, 50 Count x 3 Packs (150 Count total) (Packaging May Vary)", "asin": "B01IZ5EMBO", "price": "$31.41", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)", "asin": "B078YF278Y", "price": "$31.18", "delivery": "FREE delivery Apr 19 - 24 for Prime members"},
{"title": "Maxi Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 48 Count (Pack of 2)", "asin": "B0D14XW65S", "price": "$12.54", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)", "asin": "B00XQEOTMC", "price": "$26.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.21", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon."},
{"title": "Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Light Absorbency, Chlorine Free, Unscented, Hypoallergenic Panty Liners for Women (40 Count)", "asin": "B08ZJN632Z", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Overnight Ultra Thin Incontinence & Postpartum Pads with Wings for Bladder Leaks, 8 Drop Extra Absorbent, Long Length, 20 Count", "asin": "B0DK7VD3P5", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)", "asin": "B0CGRFD22M", "price": "$23.50", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Regular Pads with Wings, Unscented - 36 Count", "asin": "B000QB4WJS", "price": "$16.20", "delivery": "FREE delivery Fri, Apr 18 Only 14 left in stock - order soon."},
{"title": "Always Pads, Ultra Thin, Without Wings, Regular 22 Pads", "asin": "B0052RF17S", "price": "$14.99", "delivery": "FREE delivery Apr 21 - 25 for Prime members"},
{"title": "Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)", "asin": "B0029NYQME", "price": "$33.00", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon."},
{"title": "Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary", "asin": "B0094DJSKM", "price": "$10.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Cardinal Health\u2122 Quilted Premium Underpads, Wings\u2122, Maximum Absorbency, 2X-Large, 40 X 57IN, Case of 30", "asin": "B0CZSC8RTP", "price": "$83.71", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Ultra Invisible Ultra Thin Long Pads with Wings, Discreet & Breathable Heavy Flow Pads for Women, Perfect Fit for All Body Types & Underwear Styles, 96 Count (6 Packs of 16)", "asin": "B0BJP8BQ13", "price": "$16.15", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Premium Incontinence Pads for Women - Discreet, Individually Wrapped Liners - Moderate Absorbency, Ergonomic Design for Comfort, Leak Protection - 20 Count (Pack of 1)", "asin": "B09L36MTMX", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Sensitive Ultra Normal Plus Pads with Wings 10pcs", "asin": "B01N762O0B", "price": "$8.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Pads Ultra Thin Size 1-36 Count Regular (6 Pack)", "asin": "B00CBOWCMW", "price": "$56.30", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16"},
{"title": "Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)", "asin": "B01IULATV0", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Adult Incontinence Pads for Women, Moderate Absorbency, Regular Length, Postpartum Pads, 108 CT (Packaging May Vary)", "asin": "B0CSTDG98Z", "price": "$22.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count", "asin": "B08VCNYXXH", "price": "$7.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 12 left in stock - order soon."},
{"title": "100% Organic Pads for Women 54ct, Ultra Thin Unscented Feminine Period-Pads with Wing, Regular Absorbency Sanitary Pad, Organic Cotton Pad Menstrual (Regular, Size 3, 54 Count)", "asin": "B0D73WGRCV", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Postpartum Pads, Leak Proof Feminine Care Maxi Pads, 6 Layers of Protection for Maximum Absorbency (18ct)", "asin": "B0BL5T4QF2", "price": "$10.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)", "asin": "B01MU1465C", "price": "$16.91", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Daily Fresh Thin Liners, Regular Absorbency, Unscented Panty Liners, 216 Count (Packaging May Vary)", "asin": "B07QTDSYZ9", "price": "$9.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)", "asin": "B0DR35MCS9", "price": "$26.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)", "asin": "B07PPCRLHD", "price": "$23.94", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Regular Absorbency Pads for Women, Ultra Thin with Flexi-Wings, Unscented, Size 1, 144 Count, (4 Packs of 36) (Previously Solimo)", "asin": "B09B7P213M", "price": "$15.05", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Radiant Teen Feminine Pads with FlexFoam, Size 1, Regular, with Wings, Unscented, 42 CT", "asin": "B0BSR94ZQ5", "price": "$11.47", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Incontinence & Postpartum Pads with Wings for Bladder Leaks, 3 Drop Light Absorbency, Regular Length, 132 Count, Packaging May Vary", "asin": "B09PFDZTPS", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Anti-Bunch Xtra Protection Daily Liners, Regular Length, Unscented, 34 Count x 4 (136 Count Total) (Packaging May Vary)", "asin": "B07QVSNPWR", "price": "$12.44", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count", "asin": "B01IZ5FMEU", "price": "$12.39", "delivery": "FREE delivery Wed, Apr 16 Only 18 left in stock (more on the way)."},
{"title": "Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count", "asin": "B00MTT1UI6"},
{"title": "Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Multipack, with Wings, Unscented, 36 Count x 2 Packs (72 Count Total)", "asin": "B0029NYSG8"},
{"title": "Ultra Thin Feminine Pads For Women, Size 1 Regular Absorbency, With Wings, Unscented, 36 Count", "asin": "B0014CV0LQ"},
{"title": "Radiant Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Flexfoam, With Wings, Light Clean Scent, 30 Count x 3 Packs (90 Count total)", "asin": "B01HODORZ4", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Ultra Thin Incontinence Pads & Postpartum Pads for Bladder Leaks, 4 Drop Moderate Absorbency, Regular Length, 48 Count Pack of 3 (total 144 Count), Packaging May Vary", "asin": "B083M2RKFR", "price": "$35.50", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Maxi Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 60 Count", "asin": "B0081PGTVK", "price": "$10.47", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads for Women with Wings, Size 4, Overnight Absorbency, Unscented, 28 Count (Pack of 1)", "asin": "B000R91BX4"},
{"title": "Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count", "asin": "B01KL1DOTG", "price": "$6.29", "delivery": " FREE delivery Today 5 PM - 7 PM on orders over $50"},
{"title": "Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct", "asin": "B00J7L59K4", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Pure Cotton with Flexfoam Pads, Size 1,Regular Absorbency 28 Count (Pack of 3)", "asin": "B084S1JLX1", "price": "$26.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count (Pack of 3)", "asin": "B001G7QSGQ"},
{"title": "Ultra Thin Daytime Regular Pads with Wings - Size 2, Unscented, 20 ct", "asin": "B09TTS1VQ9"},
{"title": "Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)", "asin": "B00G8DDC44", "price": "$7.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)", "asin": "B01MSZJW51", "price": "$26.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Regular Pads With Wings, 28ct | Carefree Pads, Feminine Care, Period Pads & Postpartum Pads | 28ct (Pack of 1)", "asin": "B0CTRTYKV5", "price": "$6.68", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Regular Pads with Wings, Unscented, 96 Count", "asin": "B00AY0K7YA"},
{"title": "Adult Incontinence Pads for Women, Light Absorbency, Regular Length, Postpartum Pads, 30 Count x 3 Packs (90 Count Total) (Packaging May Vary)", "asin": "B07SW13PX4", "price": "$18.87", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)", "asin": "B006R6U9SY", "price": "$7.68", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T17:24:29.365Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:07:29.951Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:09:31.002Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:22:04.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:04.911Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:23:49.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"always+ultra+thin+pads regular\"}],\n\"product_details\": [{\"asin\": \"B00G8DDCEE\"},\n{\"title\": \"Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\"},\n{\"price\": \"$7.97\"},\n{\"bullet_list\": \"GET UP TO 100% LEAK FREE COMFORT with Always Ultra Thin ABSORBS 3X FASTER (Always Ultra Thin size 2 vs leading size 2 store brand pad) ABSORBS MORE vs previous Always Ultra Thin FEEL CLEAN & DRY with RapidDRY technology that absorbs in seconds LONG LASTING PROTECTION with LeakGUARD technology that locks in leaks PREVENT UNWANTED ODORS with OdorLOCK to help you feel fresh and clean UP TO 8 HOURS PROTECTION FSA/HSA Eligible Save up to 20% Cover out of pocket expenses with pre-tax dollars *Estimates federal tax only and will vary based on personal income. Plan details may vary so speak with your health plan or benefits provider about eligibility\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Super (Size 3)\"},\n{\"Unit Count\": \"42\"}],\n\"promotion_items\": [{\"title\": \"Always Anti-Bunch Xtra Protection Daily Liners, Long Length, Unscented, 136 Count x 2 (272 Count Total)\", \"asin\": \"B0CSTDRK9B\", \"price\": \"$19.94\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)\", \"asin\": \"B01MSZJW51\", \"price\": \"$26.91\", \"quantity\": \"\"},\n{\"title\": \"Always Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\", \"asin\": \"B0001KOCGC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Always Anti-Bunch Xtra Protection Daily Liners, Extra Long Length, Unscented, 116 Count x 2 (232 Count Total)\", \"asin\": \"B0CSTC68ZK\", \"price\": \"$20.94\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"quantity\": \"\"},\n{\"title\": \"Always Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.21\", \"quantity\": \"\"},\n{\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"quantity\": \"\"},\n{\"title\": \"Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Li...\", \"asin\": \"B08ZJN632Z\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Ultra Thin Sanitary Pantyliners (Regular, 15.5cm, 120 Counts) - Ultra Thin, Unscent...\", \"asin\": \"B0CPPMGL92\", \"price\": \"$19.90\", \"quantity\": \"\"},\n{\"title\": \"Attn: Grace Ultimate Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Overnight Pads for Heavy Bladder Leaks & Sensitive Skin\", \"asin\": \"B09FVF7CDC\", \"price\": \"$22.30\", \"quantity\": \"\"},\n{\"title\": \"Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, ...\", \"asin\": \"B0CGRGZ7R1\", \"price\": \"$23.50\", \"quantity\": \"\"},\n{\"title\": \"Always Anti-Bunch Xtra Protection Daily Liners, Long Length, Unscented, 136 Count x 2 (272 Count Total)\", \"asin\": \"B0CSTDRK9B\", \"price\": \"$19.94\", \"quantity\": \"\"},\n{\"title\": \"Always Anti-Bunch Xtra Protection Daily Liners, Extra Long Length, Unscented, 116 Count x 2 (232 Count Total)\", \"asin\": \"B0CSTC68ZK\", \"price\": \"$20.94\", \"quantity\": \"\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)\", \"asin\": \"B01MSZJW51\", \"price\": \"$26.91\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\", \"asin\": \"B00G8DDCEE\", \"price\": \"$7.97\"},\n{\"title\": \"Always Infinity Feminine Pads for Women, Size 1 Regular, with Wings, unscented, 108ct\", \"asin\": \"B07PM8KFMT\", \"price\": \"$26.97\"},\n{\"title\": \"Always Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count\", \"asin\": \"B08VCNYXXH\", \"price\": \"$7.49\"},\n{\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\"},\n{\"title\": \"Always Anti-Bunch Xtra Protection Daily Liners Long Unscented, Anti Bunch Helps You Feel Comfortable, 108 Count (Packaging May Vary)\", \"asin\": \"B008HQ8M6I\", \"price\": \"$7.97\"},\n{\"title\": \"Always Daily Fresh Thin Liners, Regular Absorbency, Unscented Panty Liners, 216 Count (Packaging May Vary)\", \"asin\": \"B07QTDSYZ9\", \"price\": \"$9.97\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T17:24:33.460Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "always+ultra+thin+pads regular"}],
"product_details": [{"asin": "B00G8DDCEE"},
{"title": "Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)"},
{"price": "$7.97"},
{"bullet_list": "GET UP TO 100% LEAK FREE COMFORT with Always Ultra Thin ABSORBS 3X FASTER (Always Ultra Thin size 2 vs leading size 2 store brand pad) ABSORBS MORE vs previous Always Ultra Thin FEEL CLEAN & DRY with RapidDRY technology that absorbs in seconds LONG LASTING PROTECTION with LeakGUARD technology that locks in leaks PREVENT UNWANTED ODORS with OdorLOCK to help you feel fresh and clean UP TO 8 HOURS PROTECTION FSA/HSA Eligible Save up to 20% Cover out of pocket expenses with pre-tax dollars *Estimates federal tax only and will vary based on personal income. Plan details may vary so speak with your health plan or benefits provider about eligibility"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "Super (Size 3)"},
{"Unit Count": "42"}],
"promotion_items": [{"title": "Always Anti-Bunch Xtra Protection Daily Liners, Long Length, Unscented, 136 Count x 2 (272 Count Total)", "asin": "B0CSTDRK9B", "price": "$19.94", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)", "asin": "B01MSZJW51", "price": "$26.91", "quantity": ""},
{"title": "Always Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary", "asin": "B0001KOCGC", "price": "$9.99", "quantity": ""},
{"title": "Always Anti-Bunch Xtra Protection Daily Liners, Extra Long Length, Unscented, 116 Count x 2 (232 Count Total)", "asin": "B0CSTC68ZK", "price": "$20.94", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""},
{"title": "Always Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.21", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "quantity": ""},
{"title": "Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Li...", "asin": "B08ZJN632Z", "price": "$9.99", "quantity": ""},
{"title": "Ultra Thin Sanitary Pantyliners (Regular, 15.5cm, 120 Counts) - Ultra Thin, Unscent...", "asin": "B0CPPMGL92", "price": "$19.90", "quantity": ""},
{"title": "Attn: Grace Ultimate Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Overnight Pads for Heavy Bladder Leaks & Sensitive Skin", "asin": "B09FVF7CDC", "price": "$22.30", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, ...", "asin": "B0CGRGZ7R1", "price": "$23.50", "quantity": ""},
{"title": "Always Anti-Bunch Xtra Protection Daily Liners, Long Length, Unscented, 136 Count x 2 (272 Count Total)", "asin": "B0CSTDRK9B", "price": "$19.94", "quantity": ""},
{"title": "Always Anti-Bunch Xtra Protection Daily Liners, Extra Long Length, Unscented, 116 Count x 2 (232 Count Total)", "asin": "B0CSTC68ZK", "price": "$20.94", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)", "asin": "B01MSZJW51", "price": "$26.91", "quantity": ""}],
"comparison_items": [{"title": "Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97"},
{"title": "Always Infinity Feminine Pads for Women, Size 1 Regular, with Wings, unscented, 108ct", "asin": "B07PM8KFMT", "price": "$26.97"},
{"title": "Always Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count", "asin": "B08VCNYXXH", "price": "$7.49"},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97"},
{"title": "Always Anti-Bunch Xtra Protection Daily Liners Long Unscented, Anti Bunch Helps You Feel Comfortable, 108 Count (Packaging May Vary)", "asin": "B008HQ8M6I", "price": "$7.97"},
{"title": "Always Daily Fresh Thin Liners, Regular Absorbency, Unscented Panty Liners, 216 Count (Packaging May Vary)", "asin": "B07QTDSYZ9", "price": "$9.97"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T17:24:33.460Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-12T17:24:33.460Z
|
purchase
|
B00G8DDCEE
|
rule
|
2025-04-12T17:24:33.460Z
|
purchase
|
B00G8DDCEE
|
train
| 644 |
2025-04-12T17:24:33.460Z
|
purchase
|
B00G8DDCEE
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "always+ultra+thin+pads regular"}],
"product_details": [{"asin": "B00G8DDCEE"},
{"title": "Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)"},
{"price": "$7.97"},
{"bullet_list": "GET UP TO 100% LEAK FREE COMFORT with Always Ultra Thin ABSORBS 3X FASTER (Always Ultra Thin size 2 vs leading size 2 store brand pad) ABSORBS MORE vs previous Always Ultra Thin FEEL CLEAN & DRY with RapidDRY technology that absorbs in seconds LONG LASTING PROTECTION with LeakGUARD technology that locks in leaks PREVENT UNWANTED ODORS with OdorLOCK to help you feel fresh and clean UP TO 8 HOURS PROTECTION FSA/HSA Eligible Save up to 20% Cover out of pocket expenses with pre-tax dollars *Estimates federal tax only and will vary based on personal income. Plan details may vary so speak with your health plan or benefits provider about eligibility"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "Super (Size 3)"},
{"Unit Count": "42"}],
"promotion_items": [{"title": "Always Anti-Bunch Xtra Protection Daily Liners, Long Length, Unscented, 136 Count x 2 (272 Count Total)", "asin": "B0CSTDRK9B", "price": "$19.94", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)", "asin": "B01MSZJW51", "price": "$26.91", "quantity": ""},
{"title": "Always Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary", "asin": "B0001KOCGC", "price": "$9.99", "quantity": ""},
{"title": "Always Anti-Bunch Xtra Protection Daily Liners, Extra Long Length, Unscented, 116 Count x 2 (232 Count Total)", "asin": "B0CSTC68ZK", "price": "$20.94", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""},
{"title": "Always Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.21", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "quantity": ""},
{"title": "Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Li...", "asin": "B08ZJN632Z", "price": "$9.99", "quantity": ""},
{"title": "Ultra Thin Sanitary Pantyliners (Regular, 15.5cm, 120 Counts) - Ultra Thin, Unscent...", "asin": "B0CPPMGL92", "price": "$19.90", "quantity": ""},
{"title": "Attn: Grace Ultimate Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Overnight Pads for Heavy Bladder Leaks & Sensitive Skin", "asin": "B09FVF7CDC", "price": "$22.30", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, ...", "asin": "B0CGRGZ7R1", "price": "$23.50", "quantity": ""},
{"title": "Always Anti-Bunch Xtra Protection Daily Liners, Long Length, Unscented, 136 Count x 2 (272 Count Total)", "asin": "B0CSTDRK9B", "price": "$19.94", "quantity": ""},
{"title": "Always Anti-Bunch Xtra Protection Daily Liners, Extra Long Length, Unscented, 116 Count x 2 (232 Count Total)", "asin": "B0CSTC68ZK", "price": "$20.94", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)", "asin": "B01MSZJW51", "price": "$26.91", "quantity": ""}],
"comparison_items": [{"title": "Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97"},
{"title": "Always Infinity Feminine Pads for Women, Size 1 Regular, with Wings, unscented, 108ct", "asin": "B07PM8KFMT", "price": "$26.97"},
{"title": "Always Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count", "asin": "B08VCNYXXH", "price": "$7.49"},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97"},
{"title": "Always Anti-Bunch Xtra Protection Daily Liners Long Unscented, Anti Bunch Helps You Feel Comfortable, 108 Count (Packaging May Vary)", "asin": "B008HQ8M6I", "price": "$7.97"},
{"title": "Always Daily Fresh Thin Liners, Regular Absorbency, Unscented Panty Liners, 216 Count (Packaging May Vary)", "asin": "B07QTDSYZ9", "price": "$9.97"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T17:24:33.460Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:07:29.951Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:09:31.002Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:04.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:04.911Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:23:49.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\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\": \"2025-04-12T23:46:14.011Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
<|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": "2025-04-12T23:46:14.011Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-12T23:46:14.011Z
|
click
|
nav_bar
|
rule
|
2025-04-12T23:46:14.011Z
|
click
|
nav_bar
|
train
| 645 |
2025-04-12T23:46:14.011Z
|
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": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
<|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": "2025-04-12T23:46:14.011Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:07:29.951Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:09:31.002Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:04.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:04.911Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:23:49.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"asin\": \"B0DJ854XR5\"},\n{\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\"},\n{\"price\": \"$21.90\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"asin\": \"B07DX4R78B\"},\n{\"asin\": \"B09LNYR72H\"},\n{\"asin\": \"B0CHDYP297\"},\n{\"asin\": \"B0C4KPSPTX\"},\n{\"asin\": \"B07CGPLXG9\"},\n{\"asin\": \"B06XGNL1RX\"},\n{\"asin\": \"B0CD31YXQB\"},\n{\"title\": \"Ring Pop Easter Candy Lollipops, 20 Ct Variety Pack in Assorted Fruity Flavors, Bulk Individually Wrapped Hard Candy Lollipops For Easter Basket Stuffers, Party Favors, Treats and Gifts for Kids\", \"asin\": \"B06XGNL1RX\", \"price\": \"$15.64\", \"quantity\": \"\"},\n{\"title\": \"Diet Coke, 12 fl oz, 8 Pack (Package May Vary)\", \"asin\": \"B00FXJ62WI\", \"price\": \"$4.89\", \"quantity\": \"\"},\n{\"title\": \"BOSS Coffee by Suntory - Japanese Flash Brew Original Black Coffee, 8oz 12 Pack, Imported from Japan, Espresso Doubleshot, Ready to Drink, Keto Friendly, Vegan, No Sugar, No Dairy\", \"asin\": \"B07PMNR4FR\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"Push Pop Easter Candy for Party Favors, 24 Count Variety Candy Lollipops, Fun Push Pop Lollipop Gift Baskets, Easter Baskets, Birthdays\", \"asin\": \"B002RGU0M8\", \"price\": \"$22.76\", \"quantity\": \"\"},\n{\"title\": \"Beatcraft\\u2122 3 Packs Set Of \\\"Kaki No Tane\\\" \\\"KARI-KARI\\\" Variations Authentic Japanese Spicy Rice Crackers & Peanuts, Crunchy Snack 6 Pcs In a Pack : Total 200g (7.05oz) x 3 Packs Made in Japan (3 Packs, 3 Tastes Variety)\", \"asin\": \"B0DX6W19GJ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"UHA Japanese Gummy Candy NINJA Snack 0.7oz(20g) 4 Packs Assortment Grape And Ramune 2 Packs Each Hard Gummy\", \"asin\": \"B0DZWZPPBH\", \"price\": \"$15.00\", \"quantity\": \"\"},\n{\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"B0CHDYP297\", \"price\": \"$24.97\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\"},\n{\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"B07XFYVQ4F\", \"price\": \"$9.60\"},\n{\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"B0DG4YPR4N\", \"price\": \"$13.00\"},\n{\"title\": \"KIT KAT Milk Chocolate Wafer Snack Size, Candy Pantry Pack, 12.25 oz (25 Pieces)\", \"asin\": \"B09JJYGCDH\", \"price\": \"$7.63\"},\n{\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"B0BTXW2M9H\", \"price\": \"$18.49\"},\n{\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"B09HR3WQZ9\", \"price\": \"$9.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T23:46:36.177Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"asin": "B0DJ854XR5"},
{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size"},
{"price": "$21.90"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"asin": "B07DX4R78B"},
{"asin": "B09LNYR72H"},
{"asin": "B0CHDYP297"},
{"asin": "B0C4KPSPTX"},
{"asin": "B07CGPLXG9"},
{"asin": "B06XGNL1RX"},
{"asin": "B0CD31YXQB"},
{"title": "Ring Pop Easter Candy Lollipops, 20 Ct Variety Pack in Assorted Fruity Flavors, Bulk Individually Wrapped Hard Candy Lollipops For Easter Basket Stuffers, Party Favors, Treats and Gifts for Kids", "asin": "B06XGNL1RX", "price": "$15.64", "quantity": ""},
{"title": "Diet Coke, 12 fl oz, 8 Pack (Package May Vary)", "asin": "B00FXJ62WI", "price": "$4.89", "quantity": ""},
{"title": "BOSS Coffee by Suntory - Japanese Flash Brew Original Black Coffee, 8oz 12 Pack, Imported from Japan, Espresso Doubleshot, Ready to Drink, Keto Friendly, Vegan, No Sugar, No Dairy", "asin": "B07PMNR4FR", "price": "$48.99", "quantity": ""},
{"title": "Push Pop Easter Candy for Party Favors, 24 Count Variety Candy Lollipops, Fun Push Pop Lollipop Gift Baskets, Easter Baskets, Birthdays", "asin": "B002RGU0M8", "price": "$22.76", "quantity": ""},
{"title": "Beatcraft\u2122 3 Packs Set Of \"Kaki No Tane\" \"KARI-KARI\" Variations Authentic Japanese Spicy Rice Crackers & Peanuts, Crunchy Snack 6 Pcs In a Pack : Total 200g (7.05oz) x 3 Packs Made in Japan (3 Packs, 3 Tastes Variety)", "asin": "B0DX6W19GJ", "price": "$25.99", "quantity": ""},
{"title": "UHA Japanese Gummy Candy NINJA Snack 0.7oz(20g) 4 Packs Assortment Grape And Ramune 2 Packs Each Hard Gummy", "asin": "B0DZWZPPBH", "price": "$15.00", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "B0CHDYP297", "price": "$24.97", "quantity": ""}],
"comparison_items": [{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90"},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "B07XFYVQ4F", "price": "$9.60"},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "B0DG4YPR4N", "price": "$13.00"},
{"title": "KIT KAT Milk Chocolate Wafer Snack Size, Candy Pantry Pack, 12.25 oz (25 Pieces)", "asin": "B09JJYGCDH", "price": "$7.63"},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "B0BTXW2M9H", "price": "$18.49"},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "B09HR3WQZ9", "price": "$9.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T23:46:36.177Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-12T23:46:36.177Z
|
click
|
review
|
rule
|
2025-04-12T23:46:36.177Z
|
click
|
review
|
train
| 646 |
2025-04-12T23:46:36.177Z
|
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": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"asin": "B0DJ854XR5"},
{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size"},
{"price": "$21.90"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"asin": "B07DX4R78B"},
{"asin": "B09LNYR72H"},
{"asin": "B0CHDYP297"},
{"asin": "B0C4KPSPTX"},
{"asin": "B07CGPLXG9"},
{"asin": "B06XGNL1RX"},
{"asin": "B0CD31YXQB"},
{"title": "Ring Pop Easter Candy Lollipops, 20 Ct Variety Pack in Assorted Fruity Flavors, Bulk Individually Wrapped Hard Candy Lollipops For Easter Basket Stuffers, Party Favors, Treats and Gifts for Kids", "asin": "B06XGNL1RX", "price": "$15.64", "quantity": ""},
{"title": "Diet Coke, 12 fl oz, 8 Pack (Package May Vary)", "asin": "B00FXJ62WI", "price": "$4.89", "quantity": ""},
{"title": "BOSS Coffee by Suntory - Japanese Flash Brew Original Black Coffee, 8oz 12 Pack, Imported from Japan, Espresso Doubleshot, Ready to Drink, Keto Friendly, Vegan, No Sugar, No Dairy", "asin": "B07PMNR4FR", "price": "$48.99", "quantity": ""},
{"title": "Push Pop Easter Candy for Party Favors, 24 Count Variety Candy Lollipops, Fun Push Pop Lollipop Gift Baskets, Easter Baskets, Birthdays", "asin": "B002RGU0M8", "price": "$22.76", "quantity": ""},
{"title": "Beatcraft\u2122 3 Packs Set Of \"Kaki No Tane\" \"KARI-KARI\" Variations Authentic Japanese Spicy Rice Crackers & Peanuts, Crunchy Snack 6 Pcs In a Pack : Total 200g (7.05oz) x 3 Packs Made in Japan (3 Packs, 3 Tastes Variety)", "asin": "B0DX6W19GJ", "price": "$25.99", "quantity": ""},
{"title": "UHA Japanese Gummy Candy NINJA Snack 0.7oz(20g) 4 Packs Assortment Grape And Ramune 2 Packs Each Hard Gummy", "asin": "B0DZWZPPBH", "price": "$15.00", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "B0CHDYP297", "price": "$24.97", "quantity": ""}],
"comparison_items": [{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90"},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "B07XFYVQ4F", "price": "$9.60"},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "B0DG4YPR4N", "price": "$13.00"},
{"title": "KIT KAT Milk Chocolate Wafer Snack Size, Candy Pantry Pack, 12.25 oz (25 Pieces)", "asin": "B09JJYGCDH", "price": "$7.63"},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "B0BTXW2M9H", "price": "$18.49"},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "B09HR3WQZ9", "price": "$9.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T23:46:36.177Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:07:29.951Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:09:31.002Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:04.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:04.911Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:23:49.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"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\": \"sticky notes\"}],\n\"product_details\": [{\"asin\": \"B0BPJW13CM\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\"},\n{\"price\": \"$5.99\"},\n{\"bullet_list\": \"GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office\"},\n{\"bullet_list\": \" TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled \"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Oasis\"}],\n\"promotion_items\": [{\"title\": \"(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CZ6S4T3K\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"B0BPJTRF4Y\", \"price\": \"$16.34\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad\", \"asin\": \"B07WQ1VZKW\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)\", \"asin\": \"B09198PBW1\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"ELII Tabs 800Pcs Sticky Index Tabs Page Markers,Writable and Transparent Sticky Notes Page Tabs Book Markers Label Stickers Index Tabs for Page Marking Classify File (800 pcs Book tabs)\", \"asin\": \"B09ZF3Y1C5\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n{\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.69\", \"quantity\": \"\"},\n{\"title\": \"Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color\", \"asin\": \"B08PW73XGF\", \"price\": \"$11.30\", \"quantity\": \"\"},\n{\"title\": \"EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad\", \"asin\": \"B0BZVQ6VYZ\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CZ6S4T3K\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"B0BPJTRF4Y\", \"price\": \"$16.34\", \"quantity\": \"\"},\n{\"title\": \"Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)\", \"asin\": \"B09198PBW1\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...\", \"asin\": \"B0C89KP1LS\", \"price\": \"$6.88\", \"quantity\": \"\"},\n{\"title\": \"(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CWNBBD2W\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CZ6S4T3K\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n{\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.69\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\", \"asin\": \"B0BPJW13CM\", \"price\": \"$5.99\"},\n{\"title\": \"Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)\", \"asin\": \"B001UHOU08\", \"price\": \"$15.00\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)\", \"asin\": \"B0BPJXDV8G\", \"price\": \"$5.68\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYH7FS\", \"price\": \"$6.45\"},\n{\"title\": \"Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color\", \"asin\": \"B08PW73XGF\", \"price\": \"$11.30\"},\n{\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\"}]\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\": \"2025-04-13T21:11:27.286Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "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": "sticky notes"}],
"product_details": [{"asin": "B0BPJW13CM"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)"},
{"price": "$5.99"},
{"bullet_list": "GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office"},
{"bullet_list": " TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Color": "Oasis"}],
"promotion_items": [{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJTRF4Y", "price": "$16.34", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad", "asin": "B07WQ1VZKW", "price": "$8.99", "quantity": ""},
{"title": "Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)", "asin": "B09198PBW1", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.99", "quantity": ""},
{"title": "ELII Tabs 800Pcs Sticky Index Tabs Page Markers,Writable and Transparent Sticky Notes Page Tabs Book Markers Label Stickers Index Tabs for Page Marking Classify File (800 pcs Book tabs)", "asin": "B09ZF3Y1C5", "price": "$5.68", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.69", "quantity": ""},
{"title": "Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color", "asin": "B08PW73XGF", "price": "$11.30", "quantity": ""},
{"title": "EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad", "asin": "B0BZVQ6VYZ", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJTRF4Y", "price": "$16.34", "quantity": ""},
{"title": "Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)", "asin": "B09198PBW1", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.99", "quantity": ""},
{"title": "Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...", "asin": "B0C89KP1LS", "price": "$6.88", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0CWNBBD2W", "price": "$8.99", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.69", "quantity": ""}],
"comparison_items": [{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)", "asin": "B0BPJW13CM", "price": "$5.99"},
{"title": "Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)", "asin": "B001UHOU08", "price": "$15.00"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)", "asin": "B0BPJXDV8G", "price": "$5.68"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYH7FS", "price": "$6.45"},
{"title": "Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color", "asin": "B08PW73XGF", "price": "$11.30"},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99"}]
<|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": "2025-04-13T21:11:27.286Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T21:11:27.286Z
|
click
|
product_option
|
rule
|
2025-04-13T21:11:27.286Z
|
click
|
product_option
|
train
| 647 |
2025-04-13T21:11:27.286Z
|
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": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "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": "sticky notes"}],
"product_details": [{"asin": "B0BPJW13CM"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)"},
{"price": "$5.99"},
{"bullet_list": "GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office"},
{"bullet_list": " TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Color": "Oasis"}],
"promotion_items": [{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJTRF4Y", "price": "$16.34", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad", "asin": "B07WQ1VZKW", "price": "$8.99", "quantity": ""},
{"title": "Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)", "asin": "B09198PBW1", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.99", "quantity": ""},
{"title": "ELII Tabs 800Pcs Sticky Index Tabs Page Markers,Writable and Transparent Sticky Notes Page Tabs Book Markers Label Stickers Index Tabs for Page Marking Classify File (800 pcs Book tabs)", "asin": "B09ZF3Y1C5", "price": "$5.68", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.69", "quantity": ""},
{"title": "Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color", "asin": "B08PW73XGF", "price": "$11.30", "quantity": ""},
{"title": "EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad", "asin": "B0BZVQ6VYZ", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJTRF4Y", "price": "$16.34", "quantity": ""},
{"title": "Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)", "asin": "B09198PBW1", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.99", "quantity": ""},
{"title": "Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...", "asin": "B0C89KP1LS", "price": "$6.88", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0CWNBBD2W", "price": "$8.99", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.69", "quantity": ""}],
"comparison_items": [{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)", "asin": "B0BPJW13CM", "price": "$5.99"},
{"title": "Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)", "asin": "B001UHOU08", "price": "$15.00"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)", "asin": "B0BPJXDV8G", "price": "$5.68"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYH7FS", "price": "$6.45"},
{"title": "Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color", "asin": "B08PW73XGF", "price": "$11.30"},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99"}]
<|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": "2025-04-13T21:11:27.286Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:07:29.951Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:09:31.002Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:04.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:04.911Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:23:49.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"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\": \"sticky notes\"}],\n\"product_details\": [{\"asin\": \"B0BPJYH7FS\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\"},\n{\"price\": \"$6.45\"},\n{\"bullet_list\": \"GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper 100% RECYCLED PAPER: Post-it Notes paper is sourced from certified and responsibly-managed forests VERSATILE AND ESSENTIAL: Post-it Super Sticky Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your specific needs EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE OASIS COLLECTION: Keep calm and collected with the soothing blues and greens of the Oasis collection including Washed Denim, Fresh Mint, Limeade, Lucky Green, Sea Glass\"},\n{\"bullet_list\": \" STICK AND RESTICK ANYWHERE: These notes use water-based adhesive to stick firmly to walls, windows, doors, and other vertical surfaces, allowing you to move your reminders with ease TRUST THE ORIGINAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled \"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Canary Yellow\"}],\n\"promotion_items\": [{\"title\": \"Post-it Notes, 1 3/8 in x 1 7/8 in, 24 Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\\u00e9 Collection, School Supplies and Office Products\", \"asin\": \"B00168CPYO\", \"price\": \"$12.11\", \"quantity\": \"\"},\n{\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets\", \"asin\": \"B07V7JRKHY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.66\", \"quantity\": \"\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"B0BPJTRF4Y\", \"price\": \"$15.37\", \"quantity\": \"\"},\n{\"title\": \"16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"(24 Pack) Sticky Notes 3x3 in Post Bright Stickies Colorful Super Sticking Power Memo Pads, Strong Adhesive, 74 Sheets/pad\", \"asin\": \"B07VRYX57R\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"9 Pack Lined Sticky Notes 4X6 in Post Sticky Notes with Lines, Large Ruled Bright C...\", \"asin\": \"B0CKZFM5R1\", \"price\": \"$7.73\", \"quantity\": \"\"},\n{\"title\": \"umikk 50 Pads Mini Sticky Notes 1.5X 2 inch, Small Self-Stick Note, Bulk Tiny Pads for Office, School, Home, 100 Sheets/Pad, 4 Pastel Colors, Pink, Yellow, Green, Blue\", \"asin\": \"B07PHS9SX3\", \"price\": \"$12.74\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 in (12 Pads) Bright Colored Super Self Sticky Pads - 100 Sheets/Pa...\", \"asin\": \"B07DMZVC5M\", \"price\": \"$12.15\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes Set, Post Self-Stick Notes Pads for Journaling Notebook Planner Study, Office Supplies College Essentials Back to School Supplies for High School Students Teen Girl Gifts Preppy Stuff\", \"asin\": \"B07H934WK4\", \"price\": \"$5.39\", \"quantity\": \"\"},\n{\"title\": \"24 Pack Lined Sticky Notes 3x3 in Post Ruled Stickies Super Sticking Power Memo Pad...\", \"asin\": \"B0DLGNP952\", \"price\": \"$8.09\", \"quantity\": \"\"},\n{\"title\": \"36 Pack Sticky Notes 1.5x2 in Post, 2160 Sheets Post Small Self Sticky Notes Pad It...\", \"asin\": \"B0CXCCTZS8\", \"price\": \"$6.83\", \"quantity\": \"\"},\n{\"title\": \"Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)\", \"asin\": \"B09198PBW1\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...\", \"asin\": \"B0C89KP1LS\", \"price\": \"$6.88\", \"quantity\": \"\"},\n{\"title\": \"(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CWNBBD2W\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CZ6S4T3K\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n{\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.69\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYH7FS\", \"price\": \"$6.45\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYBG3N\", \"price\": \"$16.01\"},\n{\"title\": \"Post-it Notes, 3 in x 3 in, 12 Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\\u00e9 Collection, School Supplies and Office Products\", \"asin\": \"B00006JNO1\", \"price\": \"$14.32\"},\n{\"title\": \"Post-it Super Sticky Recycled Notes, 3x3 in, 5 Pads, 2X The Sticking Power, Oasis Collection, 30% Recycled Paper (654-5SST)\", \"asin\": \"B001GX8PDY\", \"price\": \"$12.72\"},\n{\"title\": \"Post-it Notes, 3 in x 5 in, 12 Sticky Notes Pads, 100 Sheets per Pad, Canary Yellow, The Original Post-it Note, School Supplies and O?ce Products\", \"asin\": \"B00006JNNN\", \"price\": \"$17.41\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, Lined, 4 in. x 4 in., 3 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJVJQL8\", \"price\": \"$5.68\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T21:11:32.271Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T21:11:27.286Z", "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": "sticky notes"}],
"product_details": [{"asin": "B0BPJYH7FS"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products"},
{"price": "$6.45"},
{"bullet_list": "GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper 100% RECYCLED PAPER: Post-it Notes paper is sourced from certified and responsibly-managed forests VERSATILE AND ESSENTIAL: Post-it Super Sticky Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your specific needs EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE OASIS COLLECTION: Keep calm and collected with the soothing blues and greens of the Oasis collection including Washed Denim, Fresh Mint, Limeade, Lucky Green, Sea Glass"},
{"bullet_list": " STICK AND RESTICK ANYWHERE: These notes use water-based adhesive to stick firmly to walls, windows, doors, and other vertical surfaces, allowing you to move your reminders with ease TRUST THE ORIGINAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Color": "Canary Yellow"}],
"promotion_items": [{"title": "Post-it Notes, 1 3/8 in x 1 7/8 in, 24 Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\u00e9 Collection, School Supplies and Office Products", "asin": "B00168CPYO", "price": "$12.11", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.66", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJTRF4Y", "price": "$15.37", "quantity": ""},
{"title": "16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "(24 Pack) Sticky Notes 3x3 in Post Bright Stickies Colorful Super Sticking Power Memo Pads, Strong Adhesive, 74 Sheets/pad", "asin": "B07VRYX57R", "price": "$14.99", "quantity": ""},
{"title": "9 Pack Lined Sticky Notes 4X6 in Post Sticky Notes with Lines, Large Ruled Bright C...", "asin": "B0CKZFM5R1", "price": "$7.73", "quantity": ""},
{"title": "umikk 50 Pads Mini Sticky Notes 1.5X 2 inch, Small Self-Stick Note, Bulk Tiny Pads for Office, School, Home, 100 Sheets/Pad, 4 Pastel Colors, Pink, Yellow, Green, Blue", "asin": "B07PHS9SX3", "price": "$12.74", "quantity": ""},
{"title": "Sticky Notes 3x3 in (12 Pads) Bright Colored Super Self Sticky Pads - 100 Sheets/Pa...", "asin": "B07DMZVC5M", "price": "$12.15", "quantity": ""},
{"title": "Sticky Notes Set, Post Self-Stick Notes Pads for Journaling Notebook Planner Study, Office Supplies College Essentials Back to School Supplies for High School Students Teen Girl Gifts Preppy Stuff", "asin": "B07H934WK4", "price": "$5.39", "quantity": ""},
{"title": "24 Pack Lined Sticky Notes 3x3 in Post Ruled Stickies Super Sticking Power Memo Pad...", "asin": "B0DLGNP952", "price": "$8.09", "quantity": ""},
{"title": "36 Pack Sticky Notes 1.5x2 in Post, 2160 Sheets Post Small Self Sticky Notes Pad It...", "asin": "B0CXCCTZS8", "price": "$6.83", "quantity": ""},
{"title": "Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)", "asin": "B09198PBW1", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.99", "quantity": ""},
{"title": "Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...", "asin": "B0C89KP1LS", "price": "$6.88", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0CWNBBD2W", "price": "$8.99", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.69", "quantity": ""}],
"comparison_items": [{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYH7FS", "price": "$6.45"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYBG3N", "price": "$16.01"},
{"title": "Post-it Notes, 3 in x 3 in, 12 Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\u00e9 Collection, School Supplies and Office Products", "asin": "B00006JNO1", "price": "$14.32"},
{"title": "Post-it Super Sticky Recycled Notes, 3x3 in, 5 Pads, 2X The Sticking Power, Oasis Collection, 30% Recycled Paper (654-5SST)", "asin": "B001GX8PDY", "price": "$12.72"},
{"title": "Post-it Notes, 3 in x 5 in, 12 Sticky Notes Pads, 100 Sheets per Pad, Canary Yellow, The Original Post-it Note, School Supplies and O?ce Products", "asin": "B00006JNNN", "price": "$17.41"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, Lined, 4 in. x 4 in., 3 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJVJQL8", "price": "$5.68"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T21:11:32.271Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T21:11:32.271Z
|
click
|
product_option
|
rule
|
2025-04-13T21:11:32.271Z
|
click
|
product_option
|
train
| 648 |
2025-04-13T21:11:32.271Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T21:11:27.286Z", "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": "sticky notes"}],
"product_details": [{"asin": "B0BPJYH7FS"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products"},
{"price": "$6.45"},
{"bullet_list": "GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper 100% RECYCLED PAPER: Post-it Notes paper is sourced from certified and responsibly-managed forests VERSATILE AND ESSENTIAL: Post-it Super Sticky Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your specific needs EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE OASIS COLLECTION: Keep calm and collected with the soothing blues and greens of the Oasis collection including Washed Denim, Fresh Mint, Limeade, Lucky Green, Sea Glass"},
{"bullet_list": " STICK AND RESTICK ANYWHERE: These notes use water-based adhesive to stick firmly to walls, windows, doors, and other vertical surfaces, allowing you to move your reminders with ease TRUST THE ORIGINAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Color": "Canary Yellow"}],
"promotion_items": [{"title": "Post-it Notes, 1 3/8 in x 1 7/8 in, 24 Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\u00e9 Collection, School Supplies and Office Products", "asin": "B00168CPYO", "price": "$12.11", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.66", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJTRF4Y", "price": "$15.37", "quantity": ""},
{"title": "16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "(24 Pack) Sticky Notes 3x3 in Post Bright Stickies Colorful Super Sticking Power Memo Pads, Strong Adhesive, 74 Sheets/pad", "asin": "B07VRYX57R", "price": "$14.99", "quantity": ""},
{"title": "9 Pack Lined Sticky Notes 4X6 in Post Sticky Notes with Lines, Large Ruled Bright C...", "asin": "B0CKZFM5R1", "price": "$7.73", "quantity": ""},
{"title": "umikk 50 Pads Mini Sticky Notes 1.5X 2 inch, Small Self-Stick Note, Bulk Tiny Pads for Office, School, Home, 100 Sheets/Pad, 4 Pastel Colors, Pink, Yellow, Green, Blue", "asin": "B07PHS9SX3", "price": "$12.74", "quantity": ""},
{"title": "Sticky Notes 3x3 in (12 Pads) Bright Colored Super Self Sticky Pads - 100 Sheets/Pa...", "asin": "B07DMZVC5M", "price": "$12.15", "quantity": ""},
{"title": "Sticky Notes Set, Post Self-Stick Notes Pads for Journaling Notebook Planner Study, Office Supplies College Essentials Back to School Supplies for High School Students Teen Girl Gifts Preppy Stuff", "asin": "B07H934WK4", "price": "$5.39", "quantity": ""},
{"title": "24 Pack Lined Sticky Notes 3x3 in Post Ruled Stickies Super Sticking Power Memo Pad...", "asin": "B0DLGNP952", "price": "$8.09", "quantity": ""},
{"title": "36 Pack Sticky Notes 1.5x2 in Post, 2160 Sheets Post Small Self Sticky Notes Pad It...", "asin": "B0CXCCTZS8", "price": "$6.83", "quantity": ""},
{"title": "Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)", "asin": "B09198PBW1", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.99", "quantity": ""},
{"title": "Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...", "asin": "B0C89KP1LS", "price": "$6.88", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0CWNBBD2W", "price": "$8.99", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.69", "quantity": ""}],
"comparison_items": [{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYH7FS", "price": "$6.45"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYBG3N", "price": "$16.01"},
{"title": "Post-it Notes, 3 in x 3 in, 12 Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\u00e9 Collection, School Supplies and Office Products", "asin": "B00006JNO1", "price": "$14.32"},
{"title": "Post-it Super Sticky Recycled Notes, 3x3 in, 5 Pads, 2X The Sticking Power, Oasis Collection, 30% Recycled Paper (654-5SST)", "asin": "B001GX8PDY", "price": "$12.72"},
{"title": "Post-it Notes, 3 in x 5 in, 12 Sticky Notes Pads, 100 Sheets per Pad, Canary Yellow, The Original Post-it Note, School Supplies and O?ce Products", "asin": "B00006JNNN", "price": "$17.41"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, Lined, 4 in. x 4 in., 3 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJVJQL8", "price": "$5.68"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T21:11:32.271Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:07:29.951Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:09:31.002Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:04.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:04.911Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:23:49.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sticky notes\"}],\n\"product_details\": [{\"asin\": \"B0BPJVMLBF\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, Canary Yellow, 3 in. x 3 in., 5 Sticky Note Pads, 70 Sheets per Pad, New Year Organization or Second Semester School Supplies\"},\n{\"price\": \"$5.99\"},\n{\"bullet_list\": \"GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom 100% RECYCLED PAPER: Post-it Notes paper is sourced from certified and responsibly-managed forests VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed ICONIC CANARY YELLOW: The color that started it all\"},\n{\"bullet_list\": \" EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled \"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Wanderlust Pastels\"}],\n\"promotion_items\": [{\"title\": \"Early Buy Sticky Notes 3x3 Self-Stick Notes Yellow Color 6 Pads, 100 Sheets/Pad (Yellow)\", \"asin\": \"B07PRRFB5R\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Self-Stick Notes Pads with 6 Bright Colors, Easy to Post for Offic...\", \"asin\": \"B08H5G6RTQ\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Mini Sticky Notes 1.5x2 in, 36 Pad Canary Yellow Strong Adhesive Post, Suitable for...\", \"asin\": \"B0D6RVRGVT\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.09\", \"quantity\": \"\"},\n{\"title\": \"Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)\", \"asin\": \"B09198PBW1\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets\", \"asin\": \"B07V7JRKHY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"(18 Pack) Sticky Notes 3x3 in Canary Yellow, Strong Adhesive, Clean Removal, Recycl...\", \"asin\": \"B0DMWQQZ4T\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)\", \"asin\": \"B09198PBW1\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets\", \"asin\": \"B07V7JRKHY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it Super Sticky 100% Recycled Pop-up Notes, Oasis Collection, 3 in. x 3 in., 70 Sheets, 18 Pads, School Supplies and Office Products\", \"asin\": \"B0DX44ZZRK\", \"price\": \"$24.36\", \"quantity\": \"\"},\n{\"title\": \"Early Buy Sticky Notes 3x3 Self-Stick Notes Yellow Color 6 Pads, 100 Sheets/Pad (Yellow)\", \"asin\": \"B07PRRFB5R\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Self-Stick Notes Pads with 6 Bright Colors, Easy to Post for Offic...\", \"asin\": \"B08H5G6RTQ\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.09\", \"quantity\": \"\"},\n{\"title\": \"Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)\", \"asin\": \"B09198PBW1\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...\", \"asin\": \"B0C89KP1LS\", \"price\": \"$6.88\", \"quantity\": \"\"},\n{\"title\": \"(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CWNBBD2W\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CZ6S4T3K\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n{\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.69\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, Canary Yellow, 3 in. x 3 in., 5 Sticky Note Pads, 70 Sheets per Pad, New Year Organization or Second Semester School Supplies\", \"asin\": \"B0BPJVMLBF\", \"price\": \"$5.99\"},\n{\"title\": \"Post-it Notes, 3 in x 5 in, 12 Sticky Notes Pads, 100 Sheets per Pad, Canary Yellow, The Original Post-it Note, School Supplies and O?ce Products\", \"asin\": \"B00006JNNN\", \"price\": \"$17.41\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, Canary Yellow, 3 in. x 3 in., 12 Sticky Note Pads, 70 Sheets per Pad, School Supplies and Office Products\", \"asin\": \"B0BPJYM2DH\", \"price\": \"$18.34\"},\n{\"title\": \"Post-it Dispenser Pop-up Notes, 3x3 in, 5 Pads, Canary Yellow, Clean Removal, Recyclable\", \"asin\": \"B07TNVF1FW\", \"price\": \"$7.29\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, Canary Yellow, 3 in. x 5 in., 12 Sticky Note Pads, 70 Sheets per Pad, School Supplies and Office Products\", \"asin\": \"B0BPJVH4SH\", \"price\": \"$18.19\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, Lined, 4 in. x 4 in., 3 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJVJQL8\", \"price\": \"$5.68\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T21:11:42.672Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "sticky notes"}],
"product_details": [{"asin": "B0BPJVMLBF"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, Canary Yellow, 3 in. x 3 in., 5 Sticky Note Pads, 70 Sheets per Pad, New Year Organization or Second Semester School Supplies"},
{"price": "$5.99"},
{"bullet_list": "GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom 100% RECYCLED PAPER: Post-it Notes paper is sourced from certified and responsibly-managed forests VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed ICONIC CANARY YELLOW: The color that started it all"},
{"bullet_list": " EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Color": "Wanderlust Pastels"}],
"promotion_items": [{"title": "Early Buy Sticky Notes 3x3 Self-Stick Notes Yellow Color 6 Pads, 100 Sheets/Pad (Yellow)", "asin": "B07PRRFB5R", "price": "$5.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Self-Stick Notes Pads with 6 Bright Colors, Easy to Post for Offic...", "asin": "B08H5G6RTQ", "price": "$6.99", "quantity": ""},
{"title": "Mini Sticky Notes 1.5x2 in, 36 Pad Canary Yellow Strong Adhesive Post, Suitable for...", "asin": "B0D6RVRGVT", "price": "$9.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.09", "quantity": ""},
{"title": "Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)", "asin": "B09198PBW1", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "quantity": ""},
{"title": "(18 Pack) Sticky Notes 3x3 in Canary Yellow, Strong Adhesive, Clean Removal, Recycl...", "asin": "B0DMWQQZ4T", "price": "$8.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)", "asin": "B09198PBW1", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "quantity": ""},
{"title": "Post-it Super Sticky 100% Recycled Pop-up Notes, Oasis Collection, 3 in. x 3 in., 70 Sheets, 18 Pads, School Supplies and Office Products", "asin": "B0DX44ZZRK", "price": "$24.36", "quantity": ""},
{"title": "Early Buy Sticky Notes 3x3 Self-Stick Notes Yellow Color 6 Pads, 100 Sheets/Pad (Yellow)", "asin": "B07PRRFB5R", "price": "$5.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Self-Stick Notes Pads with 6 Bright Colors, Easy to Post for Offic...", "asin": "B08H5G6RTQ", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.09", "quantity": ""},
{"title": "Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)", "asin": "B09198PBW1", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.99", "quantity": ""},
{"title": "Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...", "asin": "B0C89KP1LS", "price": "$6.88", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0CWNBBD2W", "price": "$8.99", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.69", "quantity": ""}],
"comparison_items": [{"title": "Post-it 100% Recycled Paper Super Sticky Notes, Canary Yellow, 3 in. x 3 in., 5 Sticky Note Pads, 70 Sheets per Pad, New Year Organization or Second Semester School Supplies", "asin": "B0BPJVMLBF", "price": "$5.99"},
{"title": "Post-it Notes, 3 in x 5 in, 12 Sticky Notes Pads, 100 Sheets per Pad, Canary Yellow, The Original Post-it Note, School Supplies and O?ce Products", "asin": "B00006JNNN", "price": "$17.41"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, Canary Yellow, 3 in. x 3 in., 12 Sticky Note Pads, 70 Sheets per Pad, School Supplies and Office Products", "asin": "B0BPJYM2DH", "price": "$18.34"},
{"title": "Post-it Dispenser Pop-up Notes, 3x3 in, 5 Pads, Canary Yellow, Clean Removal, Recyclable", "asin": "B07TNVF1FW", "price": "$7.29"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, Canary Yellow, 3 in. x 5 in., 12 Sticky Note Pads, 70 Sheets per Pad, School Supplies and Office Products", "asin": "B0BPJVH4SH", "price": "$18.19"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, Lined, 4 in. x 4 in., 3 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJVJQL8", "price": "$5.68"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T21:11:42.672Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T21:11:42.672Z
|
click
|
product_option
|
rule
|
2025-04-13T21:11:42.672Z
|
click
|
product_option
|
train
| 649 |
2025-04-13T21:11:42.672Z
|
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": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "sticky notes"}],
"product_details": [{"asin": "B0BPJVMLBF"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, Canary Yellow, 3 in. x 3 in., 5 Sticky Note Pads, 70 Sheets per Pad, New Year Organization or Second Semester School Supplies"},
{"price": "$5.99"},
{"bullet_list": "GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom 100% RECYCLED PAPER: Post-it Notes paper is sourced from certified and responsibly-managed forests VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed ICONIC CANARY YELLOW: The color that started it all"},
{"bullet_list": " EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Color": "Wanderlust Pastels"}],
"promotion_items": [{"title": "Early Buy Sticky Notes 3x3 Self-Stick Notes Yellow Color 6 Pads, 100 Sheets/Pad (Yellow)", "asin": "B07PRRFB5R", "price": "$5.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Self-Stick Notes Pads with 6 Bright Colors, Easy to Post for Offic...", "asin": "B08H5G6RTQ", "price": "$6.99", "quantity": ""},
{"title": "Mini Sticky Notes 1.5x2 in, 36 Pad Canary Yellow Strong Adhesive Post, Suitable for...", "asin": "B0D6RVRGVT", "price": "$9.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.09", "quantity": ""},
{"title": "Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)", "asin": "B09198PBW1", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "quantity": ""},
{"title": "(18 Pack) Sticky Notes 3x3 in Canary Yellow, Strong Adhesive, Clean Removal, Recycl...", "asin": "B0DMWQQZ4T", "price": "$8.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)", "asin": "B09198PBW1", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "quantity": ""},
{"title": "Post-it Super Sticky 100% Recycled Pop-up Notes, Oasis Collection, 3 in. x 3 in., 70 Sheets, 18 Pads, School Supplies and Office Products", "asin": "B0DX44ZZRK", "price": "$24.36", "quantity": ""},
{"title": "Early Buy Sticky Notes 3x3 Self-Stick Notes Yellow Color 6 Pads, 100 Sheets/Pad (Yellow)", "asin": "B07PRRFB5R", "price": "$5.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Self-Stick Notes Pads with 6 Bright Colors, Easy to Post for Offic...", "asin": "B08H5G6RTQ", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.09", "quantity": ""},
{"title": "Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)", "asin": "B09198PBW1", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.99", "quantity": ""},
{"title": "Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...", "asin": "B0C89KP1LS", "price": "$6.88", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0CWNBBD2W", "price": "$8.99", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.69", "quantity": ""}],
"comparison_items": [{"title": "Post-it 100% Recycled Paper Super Sticky Notes, Canary Yellow, 3 in. x 3 in., 5 Sticky Note Pads, 70 Sheets per Pad, New Year Organization or Second Semester School Supplies", "asin": "B0BPJVMLBF", "price": "$5.99"},
{"title": "Post-it Notes, 3 in x 5 in, 12 Sticky Notes Pads, 100 Sheets per Pad, Canary Yellow, The Original Post-it Note, School Supplies and O?ce Products", "asin": "B00006JNNN", "price": "$17.41"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, Canary Yellow, 3 in. x 3 in., 12 Sticky Note Pads, 70 Sheets per Pad, School Supplies and Office Products", "asin": "B0BPJYM2DH", "price": "$18.34"},
{"title": "Post-it Dispenser Pop-up Notes, 3x3 in, 5 Pads, Canary Yellow, Clean Removal, Recyclable", "asin": "B07TNVF1FW", "price": "$7.29"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, Canary Yellow, 3 in. x 5 in., 12 Sticky Note Pads, 70 Sheets per Pad, School Supplies and Office Products", "asin": "B0BPJVH4SH", "price": "$18.19"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, Lined, 4 in. x 4 in., 3 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJVJQL8", "price": "$5.68"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-13T21:11:42.672Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:07:29.951Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:09:31.002Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:04.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:04.911Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:23:49.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"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\": \"sticky notes\"}],\n\"product_details\": [{\"asin\": \"B0BPJW13CM\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\"},\n{\"price\": \"$5.99\"},\n{\"bullet_list\": \"GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office\"},\n{\"bullet_list\": \" TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled \"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Wanderlust Pastels\"}],\n\"promotion_items\": [{\"title\": \"Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets\", \"asin\": \"B07V7JRKHY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad\", \"asin\": \"B0DDKYN99T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)\", \"asin\": \"B001JTMJM8\", \"price\": \"$4.06\", \"quantity\": \"\"},\n{\"title\": \"Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets\", \"asin\": \"B07V29XYWJ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"B0BPJTRF4Y\", \"price\": \"$15.37\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Bright Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4BKRR\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"ELII Tabs 800Pcs Sticky Index Tabs Page Markers,Writable and Transparent Sticky Notes Page Tabs Book Markers Label Stickers Index Tabs for Page Marking Classify File (800 pcs Book tabs)\", \"asin\": \"B09ZF3Y1C5\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets\", \"asin\": \"B07V7JRKHY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"9 Pack Lined Sticky Notes 4X6 in Post, 9 Pastel Colors Large Ruled Post Sticky Colo...\", \"asin\": \"B0CCVWXXRT\", \"price\": \"$7.79\", \"quantity\": \"\"},\n{\"title\": \"Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)\", \"asin\": \"B09198PBW1\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...\", \"asin\": \"B0C89KP1LS\", \"price\": \"$6.88\", \"quantity\": \"\"},\n{\"title\": \"(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CWNBBD2W\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CZ6S4T3K\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n{\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.69\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\", \"asin\": \"B0BPJW13CM\", \"price\": \"$5.99\"},\n{\"title\": \"Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)\", \"asin\": \"B001UHOU08\", \"price\": \"$13.40\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)\", \"asin\": \"B0BPJXDV8G\", \"price\": \"$5.68\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYH7FS\", \"price\": \"$6.45\"},\n{\"title\": \"Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color\", \"asin\": \"B08PW73XGF\", \"price\": \"$11.30\"},\n{\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\"}]\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\": \"2025-04-13T21:14:50.605Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "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": "sticky notes"}],
"product_details": [{"asin": "B0BPJW13CM"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)"},
{"price": "$5.99"},
{"bullet_list": "GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office"},
{"bullet_list": " TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Color": "Wanderlust Pastels"}],
"promotion_items": [{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad", "asin": "B0DDKYN99T", "price": "$6.99", "quantity": ""},
{"title": "HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)", "asin": "B001JTMJM8", "price": "$4.06", "quantity": ""},
{"title": "Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets", "asin": "B07V29XYWJ", "price": "$7.99", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJTRF4Y", "price": "$15.37", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Bright Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4BKRR", "price": "$6.99", "quantity": ""},
{"title": "ELII Tabs 800Pcs Sticky Index Tabs Page Markers,Writable and Transparent Sticky Notes Page Tabs Book Markers Label Stickers Index Tabs for Page Marking Classify File (800 pcs Book tabs)", "asin": "B09ZF3Y1C5", "price": "$5.68", "quantity": ""},
{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "9 Pack Lined Sticky Notes 4X6 in Post, 9 Pastel Colors Large Ruled Post Sticky Colo...", "asin": "B0CCVWXXRT", "price": "$7.79", "quantity": ""},
{"title": "Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)", "asin": "B09198PBW1", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.99", "quantity": ""},
{"title": "Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...", "asin": "B0C89KP1LS", "price": "$6.88", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0CWNBBD2W", "price": "$8.99", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.69", "quantity": ""}],
"comparison_items": [{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)", "asin": "B0BPJW13CM", "price": "$5.99"},
{"title": "Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)", "asin": "B001UHOU08", "price": "$13.40"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)", "asin": "B0BPJXDV8G", "price": "$5.68"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYH7FS", "price": "$6.45"},
{"title": "Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color", "asin": "B08PW73XGF", "price": "$11.30"},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99"}]
<|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": "2025-04-13T21:14:50.605Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T21:14:50.605Z
|
click
|
page_related
|
rule
|
2025-04-13T21:14:50.605Z
|
click
|
page_related
|
train
| 650 |
2025-04-13T21:14:50.605Z
|
click
|
page_related
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "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": "sticky notes"}],
"product_details": [{"asin": "B0BPJW13CM"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)"},
{"price": "$5.99"},
{"bullet_list": "GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office"},
{"bullet_list": " TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Color": "Wanderlust Pastels"}],
"promotion_items": [{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad", "asin": "B0DDKYN99T", "price": "$6.99", "quantity": ""},
{"title": "HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)", "asin": "B001JTMJM8", "price": "$4.06", "quantity": ""},
{"title": "Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets", "asin": "B07V29XYWJ", "price": "$7.99", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJTRF4Y", "price": "$15.37", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Bright Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4BKRR", "price": "$6.99", "quantity": ""},
{"title": "ELII Tabs 800Pcs Sticky Index Tabs Page Markers,Writable and Transparent Sticky Notes Page Tabs Book Markers Label Stickers Index Tabs for Page Marking Classify File (800 pcs Book tabs)", "asin": "B09ZF3Y1C5", "price": "$5.68", "quantity": ""},
{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "9 Pack Lined Sticky Notes 4X6 in Post, 9 Pastel Colors Large Ruled Post Sticky Colo...", "asin": "B0CCVWXXRT", "price": "$7.79", "quantity": ""},
{"title": "Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)", "asin": "B09198PBW1", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.99", "quantity": ""},
{"title": "Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...", "asin": "B0C89KP1LS", "price": "$6.88", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0CWNBBD2W", "price": "$8.99", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.69", "quantity": ""}],
"comparison_items": [{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)", "asin": "B0BPJW13CM", "price": "$5.99"},
{"title": "Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)", "asin": "B001UHOU08", "price": "$13.40"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)", "asin": "B0BPJXDV8G", "price": "$5.68"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYH7FS", "price": "$6.45"},
{"title": "Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color", "asin": "B08PW73XGF", "price": "$11.30"},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99"}]
<|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": "2025-04-13T21:14:50.605Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:07:29.951Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:09:31.002Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:04.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:04.911Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:23:49.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sticky notes\"}],\n\"product_details\": [{\"asin\": \"B0BPJW13CM\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\"},\n{\"price\": \"$5.99\"},\n{\"bullet_list\": \"GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office\"},\n{\"bullet_list\": \" TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled \"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Wanderlust Pastels\"}],\n\"promotion_items\": [{\"title\": \"Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets\", \"asin\": \"B07V7JRKHY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad\", \"asin\": \"B0DDKYN99T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)\", \"asin\": \"B001JTMJM8\", \"price\": \"$4.06\", \"quantity\": \"\"},\n{\"title\": \"Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets\", \"asin\": \"B07V29XYWJ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)\", \"asin\": \"B0BPJXDV8G\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Post-it Notes, 1 3/8 in x 1 7/8 in, 24 Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\\u00e9 Collection, School Supplies and Office Products\", \"asin\": \"B00168CPYO\", \"price\": \"$12.11\", \"quantity\": \"\"},\n{\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.66\", \"quantity\": \"\"},\n{\"title\": \"Post-it Super Sticky Notes, 3x3 in, 6 Pads, 2X The Sticking Power, Energy Boost Collection, Bright Colors (Orange, Pink, Blue, Green),Recyclable (654-6SSAU)\", \"asin\": \"B0013N2QU0\", \"price\": \"$6.89\", \"quantity\": \"\"},\n{\"title\": \"Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)\", \"asin\": \"B001JTMJM8\", \"price\": \"$4.06\", \"quantity\": \"\"},\n{\"title\": \"Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets\", \"asin\": \"B07V29XYWJ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it Notes, 3 in x 3 in, 18 Sticky Notes Pads, 100 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\\ufb03ce Products\", \"asin\": \"B005TDHFEW\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)\", \"asin\": \"B09198PBW1\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...\", \"asin\": \"B0C89KP1LS\", \"price\": \"$6.88\", \"quantity\": \"\"},\n{\"title\": \"(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CWNBBD2W\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CZ6S4T3K\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n{\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.69\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\", \"asin\": \"B0BPJW13CM\", \"price\": \"$5.99\"},\n{\"title\": \"Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)\", \"asin\": \"B001UHOU08\", \"price\": \"$13.40\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)\", \"asin\": \"B0BPJXDV8G\", \"price\": \"$5.68\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYH7FS\", \"price\": \"$6.45\"},\n{\"title\": \"Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color\", \"asin\": \"B08PW73XGF\", \"price\": \"$11.30\"},\n{\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\"}]\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\": \"2025-04-13T21:14:59.133Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "sticky notes"}],
"product_details": [{"asin": "B0BPJW13CM"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)"},
{"price": "$5.99"},
{"bullet_list": "GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office"},
{"bullet_list": " TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Color": "Wanderlust Pastels"}],
"promotion_items": [{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad", "asin": "B0DDKYN99T", "price": "$6.99", "quantity": ""},
{"title": "HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)", "asin": "B001JTMJM8", "price": "$4.06", "quantity": ""},
{"title": "Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets", "asin": "B07V29XYWJ", "price": "$7.99", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)", "asin": "B0BPJXDV8G", "price": "$5.68", "quantity": ""},
{"title": "Post-it Notes, 1 3/8 in x 1 7/8 in, 24 Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\u00e9 Collection, School Supplies and Office Products", "asin": "B00168CPYO", "price": "$12.11", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.66", "quantity": ""},
{"title": "Post-it Super Sticky Notes, 3x3 in, 6 Pads, 2X The Sticking Power, Energy Boost Collection, Bright Colors (Orange, Pink, Blue, Green),Recyclable (654-6SSAU)", "asin": "B0013N2QU0", "price": "$6.89", "quantity": ""},
{"title": "Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)", "asin": "B001JTMJM8", "price": "$4.06", "quantity": ""},
{"title": "Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets", "asin": "B07V29XYWJ", "price": "$7.99", "quantity": ""},
{"title": "Post-it Notes, 3 in x 3 in, 18 Sticky Notes Pads, 100 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\ufb03ce Products", "asin": "B005TDHFEW", "price": "$17.99", "quantity": ""},
{"title": "Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)", "asin": "B09198PBW1", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.99", "quantity": ""},
{"title": "Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...", "asin": "B0C89KP1LS", "price": "$6.88", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0CWNBBD2W", "price": "$8.99", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.69", "quantity": ""}],
"comparison_items": [{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)", "asin": "B0BPJW13CM", "price": "$5.99"},
{"title": "Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)", "asin": "B001UHOU08", "price": "$13.40"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)", "asin": "B0BPJXDV8G", "price": "$5.68"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYH7FS", "price": "$6.45"},
{"title": "Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color", "asin": "B08PW73XGF", "price": "$11.30"},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99"}]
<|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": "2025-04-13T21:14:59.133Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T21:14:59.133Z
|
click
|
page_related
|
rule
|
2025-04-13T21:14:59.133Z
|
click
|
page_related
|
train
| 651 |
2025-04-13T21:14:59.133Z
|
click
|
page_related
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "sticky notes"}],
"product_details": [{"asin": "B0BPJW13CM"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)"},
{"price": "$5.99"},
{"bullet_list": "GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office"},
{"bullet_list": " TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Color": "Wanderlust Pastels"}],
"promotion_items": [{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad", "asin": "B0DDKYN99T", "price": "$6.99", "quantity": ""},
{"title": "HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)", "asin": "B001JTMJM8", "price": "$4.06", "quantity": ""},
{"title": "Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets", "asin": "B07V29XYWJ", "price": "$7.99", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)", "asin": "B0BPJXDV8G", "price": "$5.68", "quantity": ""},
{"title": "Post-it Notes, 1 3/8 in x 1 7/8 in, 24 Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\u00e9 Collection, School Supplies and Office Products", "asin": "B00168CPYO", "price": "$12.11", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.66", "quantity": ""},
{"title": "Post-it Super Sticky Notes, 3x3 in, 6 Pads, 2X The Sticking Power, Energy Boost Collection, Bright Colors (Orange, Pink, Blue, Green),Recyclable (654-6SSAU)", "asin": "B0013N2QU0", "price": "$6.89", "quantity": ""},
{"title": "Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)", "asin": "B001JTMJM8", "price": "$4.06", "quantity": ""},
{"title": "Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets", "asin": "B07V29XYWJ", "price": "$7.99", "quantity": ""},
{"title": "Post-it Notes, 3 in x 3 in, 18 Sticky Notes Pads, 100 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\ufb03ce Products", "asin": "B005TDHFEW", "price": "$17.99", "quantity": ""},
{"title": "Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)", "asin": "B09198PBW1", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.99", "quantity": ""},
{"title": "Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...", "asin": "B0C89KP1LS", "price": "$6.88", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0CWNBBD2W", "price": "$8.99", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.69", "quantity": ""}],
"comparison_items": [{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)", "asin": "B0BPJW13CM", "price": "$5.99"},
{"title": "Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)", "asin": "B001UHOU08", "price": "$13.40"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)", "asin": "B0BPJXDV8G", "price": "$5.68"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYH7FS", "price": "$6.45"},
{"title": "Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color", "asin": "B08PW73XGF", "price": "$11.30"},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99"}]
<|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": "2025-04-13T21:14:59.133Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:07:29.951Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:09:31.002Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:04.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:04.911Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:23:49.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sticky notes\"}],\n\"product_details\": [{\"asin\": \"B0BPJW13CM\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\"},\n{\"price\": \"$5.99\"},\n{\"bullet_list\": \"GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office\"},\n{\"bullet_list\": \" TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled \"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Wanderlust Pastels\"}],\n\"promotion_items\": [{\"title\": \"Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets\", \"asin\": \"B07V7JRKHY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad\", \"asin\": \"B0DDKYN99T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)\", \"asin\": \"B001JTMJM8\", \"price\": \"$4.06\", \"quantity\": \"\"},\n{\"title\": \"Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets\", \"asin\": \"B07V29XYWJ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad\", \"asin\": \"B0BZVQ6VYZ\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad\", \"asin\": \"B0DDKYN99T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it Pop-up Notes, 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Assorted Pastel Colors, Clean Removal, Recyclable (R330-U-ALT)\", \"asin\": \"B000WXCH3S\", \"price\": \"$17.90\", \"quantity\": \"\"},\n{\"title\": \"Mr. Pen- Lined Sticky Notes 3x3, 12 Pads, 720 Sheets in Total, Morandi Colors, Sticky Notes with Lines, Sticky Note Pads, Sticky Pads, Sticky Notes Lined, Colorful Sticky Notes, Mr Pen Sticky Notes\", \"asin\": \"B0C96ZMRHP\", \"price\": \"$6.85\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)\", \"asin\": \"B09198PBW1\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...\", \"asin\": \"B0C89KP1LS\", \"price\": \"$6.88\", \"quantity\": \"\"},\n{\"title\": \"(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CWNBBD2W\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CZ6S4T3K\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n{\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.69\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\", \"asin\": \"B0BPJW13CM\", \"price\": \"$5.99\"},\n{\"title\": \"Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)\", \"asin\": \"B001UHOU08\", \"price\": \"$13.40\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)\", \"asin\": \"B0BPJXDV8G\", \"price\": \"$5.68\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYH7FS\", \"price\": \"$6.45\"},\n{\"title\": \"Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color\", \"asin\": \"B08PW73XGF\", \"price\": \"$11.30\"},\n{\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\"}]\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\": \"2025-04-13T21:15:02.600Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "sticky notes"}],
"product_details": [{"asin": "B0BPJW13CM"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)"},
{"price": "$5.99"},
{"bullet_list": "GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office"},
{"bullet_list": " TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Color": "Wanderlust Pastels"}],
"promotion_items": [{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad", "asin": "B0DDKYN99T", "price": "$6.99", "quantity": ""},
{"title": "HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)", "asin": "B001JTMJM8", "price": "$4.06", "quantity": ""},
{"title": "Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets", "asin": "B07V29XYWJ", "price": "$7.99", "quantity": ""},
{"title": "16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad", "asin": "B0BZVQ6VYZ", "price": "$4.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad", "asin": "B0DDKYN99T", "price": "$6.99", "quantity": ""},
{"title": "Post-it Pop-up Notes, 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Assorted Pastel Colors, Clean Removal, Recyclable (R330-U-ALT)", "asin": "B000WXCH3S", "price": "$17.90", "quantity": ""},
{"title": "Mr. Pen- Lined Sticky Notes 3x3, 12 Pads, 720 Sheets in Total, Morandi Colors, Sticky Notes with Lines, Sticky Note Pads, Sticky Pads, Sticky Notes Lined, Colorful Sticky Notes, Mr Pen Sticky Notes", "asin": "B0C96ZMRHP", "price": "$6.85", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99", "quantity": ""},
{"title": "Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)", "asin": "B09198PBW1", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.99", "quantity": ""},
{"title": "Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...", "asin": "B0C89KP1LS", "price": "$6.88", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0CWNBBD2W", "price": "$8.99", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.69", "quantity": ""}],
"comparison_items": [{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)", "asin": "B0BPJW13CM", "price": "$5.99"},
{"title": "Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)", "asin": "B001UHOU08", "price": "$13.40"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)", "asin": "B0BPJXDV8G", "price": "$5.68"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYH7FS", "price": "$6.45"},
{"title": "Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color", "asin": "B08PW73XGF", "price": "$11.30"},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99"}]
<|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": "2025-04-13T21:15:02.600Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T21:15:02.600Z
|
click
|
page_related
|
rule
|
2025-04-13T21:15:02.600Z
|
click
|
page_related
|
train
| 652 |
2025-04-13T21:15:02.600Z
|
click
|
page_related
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "sticky notes"}],
"product_details": [{"asin": "B0BPJW13CM"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)"},
{"price": "$5.99"},
{"bullet_list": "GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office"},
{"bullet_list": " TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Color": "Wanderlust Pastels"}],
"promotion_items": [{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad", "asin": "B0DDKYN99T", "price": "$6.99", "quantity": ""},
{"title": "HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)", "asin": "B001JTMJM8", "price": "$4.06", "quantity": ""},
{"title": "Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets", "asin": "B07V29XYWJ", "price": "$7.99", "quantity": ""},
{"title": "16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad", "asin": "B0BZVQ6VYZ", "price": "$4.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad", "asin": "B0DDKYN99T", "price": "$6.99", "quantity": ""},
{"title": "Post-it Pop-up Notes, 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Assorted Pastel Colors, Clean Removal, Recyclable (R330-U-ALT)", "asin": "B000WXCH3S", "price": "$17.90", "quantity": ""},
{"title": "Mr. Pen- Lined Sticky Notes 3x3, 12 Pads, 720 Sheets in Total, Morandi Colors, Sticky Notes with Lines, Sticky Note Pads, Sticky Pads, Sticky Notes Lined, Colorful Sticky Notes, Mr Pen Sticky Notes", "asin": "B0C96ZMRHP", "price": "$6.85", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99", "quantity": ""},
{"title": "Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)", "asin": "B09198PBW1", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.99", "quantity": ""},
{"title": "Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...", "asin": "B0C89KP1LS", "price": "$6.88", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0CWNBBD2W", "price": "$8.99", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.69", "quantity": ""}],
"comparison_items": [{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)", "asin": "B0BPJW13CM", "price": "$5.99"},
{"title": "Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)", "asin": "B001UHOU08", "price": "$13.40"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)", "asin": "B0BPJXDV8G", "price": "$5.68"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYH7FS", "price": "$6.45"},
{"title": "Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color", "asin": "B08PW73XGF", "price": "$11.30"},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99"}]
<|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": "2025-04-13T21:15:02.600Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:07:29.951Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:09:31.002Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:04.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:04.911Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:23:49.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sticky notes\"}],\n\"product_details\": [{\"asin\": \"B0BPJW13CM\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\"},\n{\"price\": \"$5.99\"},\n{\"bullet_list\": \"GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office\"},\n{\"bullet_list\": \" TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled \"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Wanderlust Pastels\"}],\n\"promotion_items\": [{\"title\": \"Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets\", \"asin\": \"B07V7JRKHY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad\", \"asin\": \"B0DDKYN99T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)\", \"asin\": \"B001JTMJM8\", \"price\": \"$4.06\", \"quantity\": \"\"},\n{\"title\": \"Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets\", \"asin\": \"B07V29XYWJ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 24 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"B0BPJZCMTC\", \"price\": \"$26.17\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 8 Pads 80 Sheet/Pad (Rose Red)\", \"asin\": \"B08H5BQQPT\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad\", \"asin\": \"B07WQ1VZKW\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Redi-Tag Sticky Notes, Power Stick Notes, Adhesive Reminders, 3\\\" x 3\\\" Reusable Notes, Strong Adhesive Memos, Assorted Bright Colors, 8 Pack (1000975)\", \"asin\": \"B0D7DZ1LZ3\", \"price\": \"$8.43\", \"quantity\": \"\"},\n{\"title\": \"Post-it Notes, 4 in x 6 in, 5 Lined Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\\u00e9 Collection, School Supplies and Office Products\", \"asin\": \"B0006HVJ3O\", \"price\": \"$11.75\", \"quantity\": \"\"},\n{\"title\": \"30 Pads Sticky Notes 1.5x2 Self-Stick Notes 10 Bright Multi Colors Sticky Notes 60 Sheet/Pad\", \"asin\": \"B0892X9JM1\", \"price\": \"$7.19\", \"quantity\": \"\"},\n{\"title\": \"Post-it Super Sticky Notes Value Pack, 24 Pads, Convenient School Bus Carry and Storage Case, 2X The Sticking Power, 3x3 in, Bright Colors (Orange, Pink, Blue, Green, Yellow), Recyclable (654-24SSBUS)\", \"asin\": \"B07RK52772\", \"price\": \"$18.61\", \"quantity\": \"\"},\n{\"title\": \"Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)\", \"asin\": \"B09198PBW1\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...\", \"asin\": \"B0C89KP1LS\", \"price\": \"$6.88\", \"quantity\": \"\"},\n{\"title\": \"(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CWNBBD2W\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CZ6S4T3K\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n{\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.69\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\", \"asin\": \"B0BPJW13CM\", \"price\": \"$5.99\"},\n{\"title\": \"Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)\", \"asin\": \"B001UHOU08\", \"price\": \"$13.40\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)\", \"asin\": \"B0BPJXDV8G\", \"price\": \"$5.68\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYH7FS\", \"price\": \"$6.45\"},\n{\"title\": \"Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color\", \"asin\": \"B08PW73XGF\", \"price\": \"$11.30\"},\n{\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\"}]\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\": \"2025-04-13T21:15:04.823Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "sticky notes"}],
"product_details": [{"asin": "B0BPJW13CM"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)"},
{"price": "$5.99"},
{"bullet_list": "GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office"},
{"bullet_list": " TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Color": "Wanderlust Pastels"}],
"promotion_items": [{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad", "asin": "B0DDKYN99T", "price": "$6.99", "quantity": ""},
{"title": "HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)", "asin": "B001JTMJM8", "price": "$4.06", "quantity": ""},
{"title": "Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets", "asin": "B07V29XYWJ", "price": "$7.99", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 24 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJZCMTC", "price": "$26.17", "quantity": ""},
{"title": "Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 8 Pads 80 Sheet/Pad (Rose Red)", "asin": "B08H5BQQPT", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad", "asin": "B07WQ1VZKW", "price": "$8.99", "quantity": ""},
{"title": "Redi-Tag Sticky Notes, Power Stick Notes, Adhesive Reminders, 3\" x 3\" Reusable Notes, Strong Adhesive Memos, Assorted Bright Colors, 8 Pack (1000975)", "asin": "B0D7DZ1LZ3", "price": "$8.43", "quantity": ""},
{"title": "Post-it Notes, 4 in x 6 in, 5 Lined Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\u00e9 Collection, School Supplies and Office Products", "asin": "B0006HVJ3O", "price": "$11.75", "quantity": ""},
{"title": "30 Pads Sticky Notes 1.5x2 Self-Stick Notes 10 Bright Multi Colors Sticky Notes 60 Sheet/Pad", "asin": "B0892X9JM1", "price": "$7.19", "quantity": ""},
{"title": "Post-it Super Sticky Notes Value Pack, 24 Pads, Convenient School Bus Carry and Storage Case, 2X The Sticking Power, 3x3 in, Bright Colors (Orange, Pink, Blue, Green, Yellow), Recyclable (654-24SSBUS)", "asin": "B07RK52772", "price": "$18.61", "quantity": ""},
{"title": "Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)", "asin": "B09198PBW1", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.99", "quantity": ""},
{"title": "Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...", "asin": "B0C89KP1LS", "price": "$6.88", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0CWNBBD2W", "price": "$8.99", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.69", "quantity": ""}],
"comparison_items": [{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)", "asin": "B0BPJW13CM", "price": "$5.99"},
{"title": "Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)", "asin": "B001UHOU08", "price": "$13.40"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)", "asin": "B0BPJXDV8G", "price": "$5.68"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYH7FS", "price": "$6.45"},
{"title": "Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color", "asin": "B08PW73XGF", "price": "$11.30"},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99"}]
<|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": "2025-04-13T21:15:04.823Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T21:15:04.823Z
|
click
|
other
|
rule
|
2025-04-13T21:15:04.823Z
|
click
|
other
|
train
| 653 |
2025-04-13T21:15:04.823Z
|
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": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "sticky notes"}],
"product_details": [{"asin": "B0BPJW13CM"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)"},
{"price": "$5.99"},
{"bullet_list": "GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office"},
{"bullet_list": " TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Color": "Wanderlust Pastels"}],
"promotion_items": [{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad", "asin": "B0DDKYN99T", "price": "$6.99", "quantity": ""},
{"title": "HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)", "asin": "B001JTMJM8", "price": "$4.06", "quantity": ""},
{"title": "Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets", "asin": "B07V29XYWJ", "price": "$7.99", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 24 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJZCMTC", "price": "$26.17", "quantity": ""},
{"title": "Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 8 Pads 80 Sheet/Pad (Rose Red)", "asin": "B08H5BQQPT", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad", "asin": "B07WQ1VZKW", "price": "$8.99", "quantity": ""},
{"title": "Redi-Tag Sticky Notes, Power Stick Notes, Adhesive Reminders, 3\" x 3\" Reusable Notes, Strong Adhesive Memos, Assorted Bright Colors, 8 Pack (1000975)", "asin": "B0D7DZ1LZ3", "price": "$8.43", "quantity": ""},
{"title": "Post-it Notes, 4 in x 6 in, 5 Lined Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\u00e9 Collection, School Supplies and Office Products", "asin": "B0006HVJ3O", "price": "$11.75", "quantity": ""},
{"title": "30 Pads Sticky Notes 1.5x2 Self-Stick Notes 10 Bright Multi Colors Sticky Notes 60 Sheet/Pad", "asin": "B0892X9JM1", "price": "$7.19", "quantity": ""},
{"title": "Post-it Super Sticky Notes Value Pack, 24 Pads, Convenient School Bus Carry and Storage Case, 2X The Sticking Power, 3x3 in, Bright Colors (Orange, Pink, Blue, Green, Yellow), Recyclable (654-24SSBUS)", "asin": "B07RK52772", "price": "$18.61", "quantity": ""},
{"title": "Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)", "asin": "B09198PBW1", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.99", "quantity": ""},
{"title": "Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...", "asin": "B0C89KP1LS", "price": "$6.88", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0CWNBBD2W", "price": "$8.99", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.69", "quantity": ""}],
"comparison_items": [{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)", "asin": "B0BPJW13CM", "price": "$5.99"},
{"title": "Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)", "asin": "B001UHOU08", "price": "$13.40"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)", "asin": "B0BPJXDV8G", "price": "$5.68"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYH7FS", "price": "$6.45"},
{"title": "Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color", "asin": "B08PW73XGF", "price": "$11.30"},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99"}]
<|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": "2025-04-13T21:15:04.823Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:07:29.951Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:09:31.002Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:04.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:04.911Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:23:49.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"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\": \"sticky notes\"}],\n\"product_details\": [{\"asin\": \"B0BPJW13CM\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\"},\n{\"price\": \"$5.99\"},\n{\"bullet_list\": \"GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office\"},\n{\"bullet_list\": \" TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled \"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Wanderlust Pastels\"}],\n\"promotion_items\": [{\"title\": \"Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets\", \"asin\": \"B07V7JRKHY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad\", \"asin\": \"B0DDKYN99T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)\", \"asin\": \"B001JTMJM8\", \"price\": \"$4.06\", \"quantity\": \"\"},\n{\"title\": \"Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets\", \"asin\": \"B07V29XYWJ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad\", \"asin\": \"B0BZVQ6VYZ\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad\", \"asin\": \"B0DDKYN99T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it Pop-up Notes, 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Assorted Pastel Colors, Clean Removal, Recyclable (R330-U-ALT)\", \"asin\": \"B000WXCH3S\", \"price\": \"$17.90\", \"quantity\": \"\"},\n{\"title\": \"Mr. Pen- Lined Sticky Notes 3x3, 12 Pads, 720 Sheets in Total, Morandi Colors, Sticky Notes with Lines, Sticky Note Pads, Sticky Pads, Sticky Notes Lined, Colorful Sticky Notes, Mr Pen Sticky Notes\", \"asin\": \"B0C96ZMRHP\", \"price\": \"$6.85\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)\", \"asin\": \"B09198PBW1\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...\", \"asin\": \"B0C89KP1LS\", \"price\": \"$6.88\", \"quantity\": \"\"},\n{\"title\": \"(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CWNBBD2W\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CZ6S4T3K\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n{\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.69\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\", \"asin\": \"B0BPJW13CM\", \"price\": \"$5.99\"},\n{\"title\": \"Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)\", \"asin\": \"B001UHOU08\", \"price\": \"$13.40\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)\", \"asin\": \"B0BPJXDV8G\", \"price\": \"$5.68\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYH7FS\", \"price\": \"$6.45\"},\n{\"title\": \"Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color\", \"asin\": \"B08PW73XGF\", \"price\": \"$11.30\"},\n{\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\"}]\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\": \"2025-04-13T21:15:08.373Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "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": "sticky notes"}],
"product_details": [{"asin": "B0BPJW13CM"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)"},
{"price": "$5.99"},
{"bullet_list": "GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office"},
{"bullet_list": " TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Color": "Wanderlust Pastels"}],
"promotion_items": [{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad", "asin": "B0DDKYN99T", "price": "$6.99", "quantity": ""},
{"title": "HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)", "asin": "B001JTMJM8", "price": "$4.06", "quantity": ""},
{"title": "Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets", "asin": "B07V29XYWJ", "price": "$7.99", "quantity": ""},
{"title": "16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad", "asin": "B0BZVQ6VYZ", "price": "$4.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad", "asin": "B0DDKYN99T", "price": "$6.99", "quantity": ""},
{"title": "Post-it Pop-up Notes, 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Assorted Pastel Colors, Clean Removal, Recyclable (R330-U-ALT)", "asin": "B000WXCH3S", "price": "$17.90", "quantity": ""},
{"title": "Mr. Pen- Lined Sticky Notes 3x3, 12 Pads, 720 Sheets in Total, Morandi Colors, Sticky Notes with Lines, Sticky Note Pads, Sticky Pads, Sticky Notes Lined, Colorful Sticky Notes, Mr Pen Sticky Notes", "asin": "B0C96ZMRHP", "price": "$6.85", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99", "quantity": ""},
{"title": "Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)", "asin": "B09198PBW1", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.99", "quantity": ""},
{"title": "Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...", "asin": "B0C89KP1LS", "price": "$6.88", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0CWNBBD2W", "price": "$8.99", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.69", "quantity": ""}],
"comparison_items": [{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)", "asin": "B0BPJW13CM", "price": "$5.99"},
{"title": "Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)", "asin": "B001UHOU08", "price": "$13.40"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)", "asin": "B0BPJXDV8G", "price": "$5.68"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYH7FS", "price": "$6.45"},
{"title": "Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color", "asin": "B08PW73XGF", "price": "$11.30"},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99"}]
<|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": "2025-04-13T21:15:08.373Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T21:15:08.373Z
|
click
|
page_related
|
rule
|
2025-04-13T21:15:08.373Z
|
click
|
page_related
|
train
| 654 |
2025-04-13T21:15:08.373Z
|
click
|
page_related
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "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": "sticky notes"}],
"product_details": [{"asin": "B0BPJW13CM"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)"},
{"price": "$5.99"},
{"bullet_list": "GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office"},
{"bullet_list": " TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Color": "Wanderlust Pastels"}],
"promotion_items": [{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad", "asin": "B0DDKYN99T", "price": "$6.99", "quantity": ""},
{"title": "HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)", "asin": "B001JTMJM8", "price": "$4.06", "quantity": ""},
{"title": "Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets", "asin": "B07V29XYWJ", "price": "$7.99", "quantity": ""},
{"title": "16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad", "asin": "B0BZVQ6VYZ", "price": "$4.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad", "asin": "B0DDKYN99T", "price": "$6.99", "quantity": ""},
{"title": "Post-it Pop-up Notes, 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Assorted Pastel Colors, Clean Removal, Recyclable (R330-U-ALT)", "asin": "B000WXCH3S", "price": "$17.90", "quantity": ""},
{"title": "Mr. Pen- Lined Sticky Notes 3x3, 12 Pads, 720 Sheets in Total, Morandi Colors, Sticky Notes with Lines, Sticky Note Pads, Sticky Pads, Sticky Notes Lined, Colorful Sticky Notes, Mr Pen Sticky Notes", "asin": "B0C96ZMRHP", "price": "$6.85", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99", "quantity": ""},
{"title": "Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)", "asin": "B09198PBW1", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.99", "quantity": ""},
{"title": "Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...", "asin": "B0C89KP1LS", "price": "$6.88", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0CWNBBD2W", "price": "$8.99", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.69", "quantity": ""}],
"comparison_items": [{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)", "asin": "B0BPJW13CM", "price": "$5.99"},
{"title": "Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)", "asin": "B001UHOU08", "price": "$13.40"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)", "asin": "B0BPJXDV8G", "price": "$5.68"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYH7FS", "price": "$6.45"},
{"title": "Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color", "asin": "B08PW73XGF", "price": "$11.30"},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99"}]
<|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": "2025-04-13T21:15:08.373Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:19.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:22.339Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:39:46.299Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:37.053Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:07:29.951Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:09:31.002Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:04.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:04.911Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:23:49.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sticky notes\"}],\n\"product_details\": [{\"asin\": \"B0BPJW13CM\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\"},\n{\"price\": \"$5.99\"},\n{\"bullet_list\": \"GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office\"},\n{\"bullet_list\": \" TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled \"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Wanderlust Pastels\"}],\n\"promotion_items\": [{\"title\": \"Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets\", \"asin\": \"B07V7JRKHY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad\", \"asin\": \"B0DDKYN99T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)\", \"asin\": \"B001JTMJM8\", \"price\": \"$4.06\", \"quantity\": \"\"},\n{\"title\": \"Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets\", \"asin\": \"B07V29XYWJ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 24 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"B0BPJZCMTC\", \"price\": \"$26.17\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 8 Pads 80 Sheet/Pad (Rose Red)\", \"asin\": \"B08H5BQQPT\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad\", \"asin\": \"B07WQ1VZKW\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Redi-Tag Sticky Notes, Power Stick Notes, Adhesive Reminders, 3\\\" x 3\\\" Reusable Notes, Strong Adhesive Memos, Assorted Bright Colors, 8 Pack (1000975)\", \"asin\": \"B0D7DZ1LZ3\", \"price\": \"$8.43\", \"quantity\": \"\"},\n{\"title\": \"Post-it Notes, 4 in x 6 in, 5 Lined Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\\u00e9 Collection, School Supplies and Office Products\", \"asin\": \"B0006HVJ3O\", \"price\": \"$11.75\", \"quantity\": \"\"},\n{\"title\": \"30 Pads Sticky Notes 1.5x2 Self-Stick Notes 10 Bright Multi Colors Sticky Notes 60 Sheet/Pad\", \"asin\": \"B0892X9JM1\", \"price\": \"$7.19\", \"quantity\": \"\"},\n{\"title\": \"Post-it Super Sticky Notes Value Pack, 24 Pads, Convenient School Bus Carry and Storage Case, 2X The Sticking Power, 3x3 in, Bright Colors (Orange, Pink, Blue, Green, Yellow), Recyclable (654-24SSBUS)\", \"asin\": \"B07RK52772\", \"price\": \"$18.61\", \"quantity\": \"\"},\n{\"title\": \"Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)\", \"asin\": \"B09198PBW1\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...\", \"asin\": \"B0C89KP1LS\", \"price\": \"$6.88\", \"quantity\": \"\"},\n{\"title\": \"(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CWNBBD2W\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CZ6S4T3K\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n{\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.69\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\", \"asin\": \"B0BPJW13CM\", \"price\": \"$5.99\"},\n{\"title\": \"Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)\", \"asin\": \"B001UHOU08\", \"price\": \"$13.40\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)\", \"asin\": \"B0BPJXDV8G\", \"price\": \"$5.68\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYH7FS\", \"price\": \"$6.45\"},\n{\"title\": \"Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color\", \"asin\": \"B08PW73XGF\", \"price\": \"$11.30\"},\n{\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\"}]\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\": \"2025-04-13T21:15:10.937Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "sticky notes"}],
"product_details": [{"asin": "B0BPJW13CM"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)"},
{"price": "$5.99"},
{"bullet_list": "GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office"},
{"bullet_list": " TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Color": "Wanderlust Pastels"}],
"promotion_items": [{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad", "asin": "B0DDKYN99T", "price": "$6.99", "quantity": ""},
{"title": "HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)", "asin": "B001JTMJM8", "price": "$4.06", "quantity": ""},
{"title": "Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets", "asin": "B07V29XYWJ", "price": "$7.99", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 24 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJZCMTC", "price": "$26.17", "quantity": ""},
{"title": "Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 8 Pads 80 Sheet/Pad (Rose Red)", "asin": "B08H5BQQPT", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad", "asin": "B07WQ1VZKW", "price": "$8.99", "quantity": ""},
{"title": "Redi-Tag Sticky Notes, Power Stick Notes, Adhesive Reminders, 3\" x 3\" Reusable Notes, Strong Adhesive Memos, Assorted Bright Colors, 8 Pack (1000975)", "asin": "B0D7DZ1LZ3", "price": "$8.43", "quantity": ""},
{"title": "Post-it Notes, 4 in x 6 in, 5 Lined Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\u00e9 Collection, School Supplies and Office Products", "asin": "B0006HVJ3O", "price": "$11.75", "quantity": ""},
{"title": "30 Pads Sticky Notes 1.5x2 Self-Stick Notes 10 Bright Multi Colors Sticky Notes 60 Sheet/Pad", "asin": "B0892X9JM1", "price": "$7.19", "quantity": ""},
{"title": "Post-it Super Sticky Notes Value Pack, 24 Pads, Convenient School Bus Carry and Storage Case, 2X The Sticking Power, 3x3 in, Bright Colors (Orange, Pink, Blue, Green, Yellow), Recyclable (654-24SSBUS)", "asin": "B07RK52772", "price": "$18.61", "quantity": ""},
{"title": "Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)", "asin": "B09198PBW1", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.99", "quantity": ""},
{"title": "Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...", "asin": "B0C89KP1LS", "price": "$6.88", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0CWNBBD2W", "price": "$8.99", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.69", "quantity": ""}],
"comparison_items": [{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)", "asin": "B0BPJW13CM", "price": "$5.99"},
{"title": "Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)", "asin": "B001UHOU08", "price": "$13.40"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)", "asin": "B0BPJXDV8G", "price": "$5.68"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYH7FS", "price": "$6.45"},
{"title": "Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color", "asin": "B08PW73XGF", "price": "$11.30"},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99"}]
<|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": "2025-04-13T21:15:10.937Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-13T21:15:10.937Z
|
click
|
page_related
|
rule
|
2025-04-13T21:15:10.937Z
|
click
|
page_related
|
train
| 655 |
2025-04-13T21:15:10.937Z
|
click
|
page_related
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:19.485Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:22.339Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:39:46.299Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:40:37.053Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "sticky notes"}],
"product_details": [{"asin": "B0BPJW13CM"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)"},
{"price": "$5.99"},
{"bullet_list": "GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office"},
{"bullet_list": " TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Color": "Wanderlust Pastels"}],
"promotion_items": [{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad", "asin": "B0DDKYN99T", "price": "$6.99", "quantity": ""},
{"title": "HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)", "asin": "B001JTMJM8", "price": "$4.06", "quantity": ""},
{"title": "Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets", "asin": "B07V29XYWJ", "price": "$7.99", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 24 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJZCMTC", "price": "$26.17", "quantity": ""},
{"title": "Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 8 Pads 80 Sheet/Pad (Rose Red)", "asin": "B08H5BQQPT", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad", "asin": "B07WQ1VZKW", "price": "$8.99", "quantity": ""},
{"title": "Redi-Tag Sticky Notes, Power Stick Notes, Adhesive Reminders, 3\" x 3\" Reusable Notes, Strong Adhesive Memos, Assorted Bright Colors, 8 Pack (1000975)", "asin": "B0D7DZ1LZ3", "price": "$8.43", "quantity": ""},
{"title": "Post-it Notes, 4 in x 6 in, 5 Lined Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\u00e9 Collection, School Supplies and Office Products", "asin": "B0006HVJ3O", "price": "$11.75", "quantity": ""},
{"title": "30 Pads Sticky Notes 1.5x2 Self-Stick Notes 10 Bright Multi Colors Sticky Notes 60 Sheet/Pad", "asin": "B0892X9JM1", "price": "$7.19", "quantity": ""},
{"title": "Post-it Super Sticky Notes Value Pack, 24 Pads, Convenient School Bus Carry and Storage Case, 2X The Sticking Power, 3x3 in, Bright Colors (Orange, Pink, Blue, Green, Yellow), Recyclable (654-24SSBUS)", "asin": "B07RK52772", "price": "$18.61", "quantity": ""},
{"title": "Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)", "asin": "B09198PBW1", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.99", "quantity": ""},
{"title": "Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...", "asin": "B0C89KP1LS", "price": "$6.88", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0CWNBBD2W", "price": "$8.99", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.69", "quantity": ""}],
"comparison_items": [{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)", "asin": "B0BPJW13CM", "price": "$5.99"},
{"title": "Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)", "asin": "B001UHOU08", "price": "$13.40"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)", "asin": "B0BPJXDV8G", "price": "$5.68"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYH7FS", "price": "$6.45"},
{"title": "Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color", "asin": "B08PW73XGF", "price": "$11.30"},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99"}]
<|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": "2025-04-13T21:15:10.937Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:07:29.951Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:09:31.002Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:04.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:04.911Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:23:49.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\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\": \"2025-04-14T01:39:29.917Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
<|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": "2025-04-14T01:39:29.917Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-14T01:39:29.917Z
|
input
|
post it notes
|
rule
|
2025-04-14T01:39:29.917Z
|
input
|
post it notes
|
train
| 656 |
2025-04-14T01:39:29.917Z
|
input
|
post it notes
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
<|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": "2025-04-14T01:39:29.917Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:07:29.951Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:09:31.002Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:04.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:04.911Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:23:49.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"post it notes\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T01:39:30.371Z\", // 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "post it notes"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T01:39:30.371Z", // 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>
|
2025-04-14T01:39:30.371Z
|
click
|
search
|
rule
|
2025-04-14T01:39:30.371Z
|
click
|
search
|
train
| 657 |
2025-04-14T01:39:30.371Z
|
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": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "post it notes"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T01:39:30.371Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:07:29.951Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:09:31.002Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:04.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:04.911Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:23:49.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"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\": \"post it notes\"}],\n\"promotion_items\": [{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.09\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 4 Pads 100 Sheets/Pad (Yellow)\", \"asin\": \"B097TNDBWF\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"B0BPJTRF4Y\", \"price\": \"$15.73\", \"quantity\": \"\"},\n{\"title\": \"Post-it Notes, 1 3/8 in x 1 7/8 in, 24 Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\\u00e9 Collection, School Supplies and Office Products\", \"asin\": \"B00168CPYO\", \"price\": \"$12.11\", \"quantity\": \"\"},\n{\"title\": \"Post-it Pop-up Notes, 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Assorted Pastel Colors, Clean Removal, Recyclable (R330-U-ALT)\", \"asin\": \"B000WXCH3S\", \"price\": \"$17.90\", \"quantity\": \"\"},\n{\"title\": \"Mr. Pen- Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\\u201dx3\\u201d, 12 Pads\", \"asin\": \"B09ZX93YL3\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 in, Self-Stick 4 Pads 4 Bright Colors Sticky Note, Easy to Post for Home, Office, Notebook, 100 Sheets/pad, Total 400 Sheets\", \"asin\": \"B0CJVNWZ5W\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper\", \"asin\": \"B07PMH4TS2\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.09\", \"quantity\": \"\"},\n{\"title\": \"Post-it Notes, 3 in x 3 in, 18 Sticky Notes Pads, 100 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\\ufb03ce Products\", \"asin\": \"B005TDHFEW\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Self-Stick Notes Pads with 6 Bright Colors, Easy to Post for Office, Shool, Home, 6 Pads/Pack, 100 Sheets/Pad (Yellow)\", \"asin\": \"B08H5G6RTQ\", \"price\": \"$6.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Lined Sticky Notes 4X6 in Bright Ruled Post Stickies Colorful Super Sticking Power Memo Pads, 45 Sheets/pad, 6 Pads/Pack\", \"asin\": \"B082VSB7L5\"},\n{\"title\": \"Sticky Notes 1.5x2 Inches, Bright Colors Self-Stick Pads, 24 Pack, 75 Sheets/Pad,1800 Sheets\", \"asin\": \"B082VSDZRL\"},\n{\"title\": \"Vanpad Sticky Notes 1.5x2 Inches, Light Colors Self-Stick Pads, 24 Pack, 75 Sheets/Pad\", \"asin\": \"B08L4DZML2\"}],\n\"search_results\": [{\"title\": \"100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\", \"asin\": \"B0BPJW13CM\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bulk Sticky Notes 3x3 inch, Office Supplies for Desk, 24-Pack, Assorted Colors\", \"asin\": \"B0BH9C7QXK\", \"price\": \"$11.19\", \"delivery\": \"FREE delivery Apr 19 - 22 for Prime members\"},\n{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.09\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper\", \"asin\": \"B07PMH4TS2\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\\u201dx3\\u201d, 12 Pads\", \"asin\": \"B09ZX93YL3\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Super Sticky Notes, 3x3 in, 6 Pads, 2X The Sticking Power, Energy Boost Collection, Bright Colors (Orange, Pink, Blue, Green),Recyclable (654-6SSAU)\", \"asin\": \"B0013N2QU0\", \"price\": \"$6.89\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Notes, 3 in x 3 in, 4 Sticky Notes Pads, 50 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\\ufb03ce Products\", \"asin\": \"B000078UWA\", \"price\": \"$3.19\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.09\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Super Sticky Lined Notes, 15 Sticky Note Pads, Multi-Size., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection\", \"asin\": \"B076XG2XRS\", \"price\": \"$8.39\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Super Sticky Notes, 24 Sticky Note Pads, 3 x 3 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection\", \"asin\": \"B01D8F5FKS\", \"price\": \"$18.29\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad\", \"asin\": \"B07WQ1VZKW\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Sticky Notes 3x3 in, Self-Stick 4 Pads 4 Bright Colors Sticky Note, Easy to Post for Home, Office, Notebook, 100 Sheets/pad, Total 400 Sheets\", \"asin\": \"B0CJVNWZ5W\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Lined Sticky Notes 3x3 Inch, 8 Pack, Light Colors, Premium Self-Adhesive Notepads, 640 Sheets, for Office, School & Home Use, Easy to Use, Reusable & Removable\", \"asin\": \"B0DK1KGPK8\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 4 Pads 100 Sheets/Pad (Yellow)\", \"asin\": \"B097TNDBWF\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Greener Notes, 4x6 in, 5 Pads, America's #1 Favorite Sticky Notes, Sweet Sprinkles Collection, Pastel Colors, Clean Removal, 100% Recycled Material (660-RP-A)\", \"asin\": \"B000BKZ996\", \"price\": \"$11.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Super Sticky Notes, 3 Sticky Note Pads, 3 x 3 in., School Supplies for Students, Ideal for Textbooks, Notebooks, Walls and Vertical Surfaces, Energy Boost Collection\", \"asin\": \"B001JTOLYW\", \"price\": \"$2.19\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color\", \"asin\": \"B08PW73XGF\", \"price\": \"$11.30\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Super Sticky Notes, 3x3 in, 3 Pads, 2X The Sticking Power, Supernova Neons, Bright Colors, Recyclable (3321-SSMIA)\", \"asin\": \"B01D8F5JEU\", \"price\": \"$2.19\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"(12 Pack) Sticky Notes 3x3 Inches, ZCZN Pastel Color Self-Stick Note Pads, Colorful Sticky Notes Bulk, Easy to Post for Home, Office, School - 60 Sheets/Pad\", \"asin\": \"B0C7FMXQQF\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Sticky Notes, 8 Pads, 3x3 inches Stick Notes, 800 Sheets Pastel Colors Self-Stick Note Pads, Easy to Post for Home, Office Supplies, Study Notebook, 100 Sheets/pad\", \"asin\": \"B0D1471NMQ\", \"price\": \"$4.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Sticky Notes, 100 Sheets/Pad, 3x3 Self-Stick Notes, 5 Colors Pastel Stick Notes, 2X Super Sticky\", \"asin\": \"B09XWPDTTT\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sticky Notes, 3\\u201dx3\\u201d, 12 Pads, Pastel Colors Sticky Notes, Sticky Note, Self-Stick Note Pads, Sticky Pads Sticky Notes Aesthetic, Colorful Sticky Notes, Sticky Notes Bulk Sticky Notes\", \"asin\": \"B092LFJP1L\", \"price\": \"$3.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets\", \"asin\": \"B07V7JRKHY\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Greener Notes, 3x3 in, 24 Pads, America's #1 Favorite Sticky Notes, Sweet Sprinkles Collection, Pastel Colors, Clean Removal, 100% Recycled Material (654R-24CP-AP)\", \"asin\": \"B003H5APA0\", \"price\": \"$22.09\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Super Sticky Notes, 24 Sticky Note Pads, 3 x 3 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Energy Boost Collection\", \"asin\": \"B00CMKA9HK\", \"price\": \"$19.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sticky Notes 3x3 Inches, Light Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 8 Pads/Pack\", \"asin\": \"B08L4D1WS9\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Sticky Notes 3\\u201dx3\\u201d12 Pads, Pastel Colors Sticky Notes, Sticky Note, Self-Stick Note Pads, Sticky Pads Sticky Notes Aesthetic, Colorful Sticky Notes, Sticky Notes Bulk Sticky Notes\", \"asin\": \"B0DLGKH5P5\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Sticky Notes 3x3 Self-Stick Notes Pads with 6 Bright Colors, Easy to Post for Office, Shool, Home, 6 Pads/Pack, 100 Sheets/Pad (Yellow)\", \"asin\": \"B08H5G6RTQ\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)\", \"asin\": \"B00006JNNE\", \"price\": \"$13.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Super Sticky Notes, 5 Sticky Note Pads, 3 x 3 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, First Snow White\", \"asin\": \"B008PAIC4S\", \"price\": \"$9.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Dispenser Pop-up Notes, 3x3 in, 24 Pads, Canary Yellow, Clean Removal, Recyclable\", \"asin\": \"B0002HLGZE\", \"price\": \"$23.08\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Super Sticky Notes, 4 in x 6 in, Canary Yellow, Lined, 5 Pads/Pack, 90 Sheets/Pad (660-5SSCY)\", \"asin\": \"B0002DOEOS\", \"price\": \"$11.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Notes, 3 in x 3 in, 18 Sticky Notes Pads, 100 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\\ufb03ce Products\", \"asin\": \"B005TDHFEW\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Notes, 1/3/8 x 1 7/8 in, 24 Sticky Notes Pads, 100 Sheets per Pad, Canary Yellow, The Original Post-it Note, School Supplies and O\\ufb03ce Products\", \"asin\": \"B000GLSJB0\", \"price\": \"$10.94\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Super Sticky Notes, Limited Edition Color Collection, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad\", \"asin\": \"B07YNHMVRT\", \"price\": \"$14.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Super Sticky Lined Notes, 6 Sticky Note Pads, 4 x 4 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection\", \"asin\": \"B01D8F5RW4\", \"price\": \"$12.98\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Super Sticky Notes, 3x3 in, 24 Pads/Pack, 70 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink and Iris Infusion\", \"asin\": \"B09MWP45X2\", \"price\": \"$17.77\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Highland Sticky Notes, 3 x 3 Inches, Yellow, Set of 24 (6549-24)\", \"asin\": \"B0018191SM\", \"price\": \"$12.87\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"(24 Pack) Sticky Notes 3x3 in Post Bright Stickies Colorful Super Sticking Power Memo Pads, Strong Adhesive, 74 Sheets/pad\", \"asin\": \"B07VRYX57R\", \"price\": \"$14.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Pop-up Notes, 3x3 in, 18 Pads, America's #1 Favorite Sticky Notes, Poptimistic Collection, Bright Colors (Pink, Orange, Blue), Clean Removal, Recyclable (R330-18CTCP)\", \"asin\": \"B01BHW9I3O\", \"price\": \"$18.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Super Sticky Dispenser Pop-up Notes, 12 Sticky Note Pads, 3 x 3 in., 2X The Sticking Power, School Supplies and O\\ufb03ce Products, Use with Post-it Note Dispensers, Canary Yellow\", \"asin\": \"B000TSE48W\", \"price\": \"$16.27\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CZ6S4T3K\", \"price\": \"$8.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Pop-up Notes, 3x3 in, 5 Pads, America's #1 Favorite Sticky Notes, Assorted Colors, Clean Removal, Recyclable (3301-5AN)\", \"asin\": \"B002IXCE3S\", \"price\": \"$7.29\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Super Sticky Lined Notes, 6 Sticky Note Pads, 4 x 4 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Canary Yellow\", \"asin\": \"B0002DOF7O\", \"price\": \"$9.44\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Aesthetic Vintage Self-Sticky Note Pads, Ideal for Office, Study, and Daily Life Organization - Neutral Colors\", \"asin\": \"B0CXSM592S\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Super Sticky Notes, 12 Sticky Note Pads, 3 x 5 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Canary Yellow\", \"asin\": \"B0002DOC54\", \"price\": \"$17.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Pop-up Notes 3x3 in, 12 Pads, America's\\u2019s #1 Favorite Sticky Notes, Alternating Colors, Poptimistic Collection. Clean Removal, Recyclable (R330-N-ALT)\", \"asin\": \"B000NO0QRU\", \"price\": \"$17.48\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Super Sticky Lined Notes, 5 Sticky Note Pads, 4x6 in, 2X The Sticking Power, School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Bright Colors\", \"asin\": \"B09MWQPJZ8\", \"price\": \"$11.87\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Notes, 3 in x 3 in, 12 Lined Sticky Notes Pads, 100 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\\ufb03ce Products\", \"asin\": \"B000UI6AG0\", \"price\": \"$14.87\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Sticky Notes 3x3 in (12 Pads) Bright Colored Super Self Sticky Pads - 100 Sheets/Pad - Easy to Post for School, Office Supplies, Desk Accessories\", \"asin\": \"B07DMZVC5M\", \"price\": \"$12.15\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sticky Notes 3x3 inch Bright Colors Self-Stick Pads 6 Pack 600 Sheets\", \"asin\": \"B07V1QY7DV\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"(16 Pack) Sticky Notes 3x3 in Canary Yellow, Clean Removal, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0C9D8X4F6\", \"price\": \"$8.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"3M R335YW Post-It Lined Pop-Up Notes, 3 x 3, Yellow, 100 Sheet Pad, 6/Pack\", \"asin\": \"B0084L0HVE\", \"price\": \"$12.89\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Pop-up Note Dispenser Cat Design 3x3 in 1 Dispenser/Pack (CAT-330 White)\", \"asin\": \"B00I4HV3TS\", \"price\": \"$12.69\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sticky Notes 3x3 Inches Bulk 28 Pack 2800 Sheets Colored Self-Stick Pads, 100 Sheets/Pad, 4 Bright Colors (Yellow, Green, Pink, Blue) for Office Supplies, School, Home\", \"asin\": \"B07K6FS8S4\", \"price\": \"$14.34\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Notes, 3 in x 3 in., 18 Sticky Notes Pads, 100 Sheets per Pad, Poptimistic Collection, School Supplies and O\\ufb03ce Products, The Original Post-it Note\", \"asin\": \"B01C8MCISE\", \"price\": \"$20.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Arrives before Easter\"},\n{\"title\": \"Notes, 1 3/8 in x 1 7/8 in, 24 Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\\u00e9 Collection, School Supplies and Office Products\", \"asin\": \"B00168CPYO\", \"price\": \"$12.11\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Pop-up Notes, 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Poptimistic, Bright Colors, Clean Removal, Recyclable\", \"asin\": \"B000BL5I96\", \"price\": \"$16.71\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Lined Sticky Notes 3x3 in Bright Ruled Post Stickies Colorful Super Sticking Power Memo Pads, 82 Sheets/pad, 8 Pads/Pack\", \"asin\": \"B07X8SFV8N\", \"price\": \"$8.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"B0BPJTRF4Y\", \"price\": \"$15.73\", \"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\": \"2025-04-14T01:39:46.757Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "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": "post it notes"}],
"promotion_items": [{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.09", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 4 Pads 100 Sheets/Pad (Yellow)", "asin": "B097TNDBWF", "price": "$4.99", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJTRF4Y", "price": "$15.73", "quantity": ""},
{"title": "Post-it Notes, 1 3/8 in x 1 7/8 in, 24 Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\u00e9 Collection, School Supplies and Office Products", "asin": "B00168CPYO", "price": "$12.11", "quantity": ""},
{"title": "Post-it Pop-up Notes, 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Assorted Pastel Colors, Clean Removal, Recyclable (R330-U-ALT)", "asin": "B000WXCH3S", "price": "$17.90", "quantity": ""},
{"title": "Mr. Pen- Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\u201dx3\u201d, 12 Pads", "asin": "B09ZX93YL3", "price": "$5.99", "quantity": ""},
{"title": "Sticky Notes 3x3 in, Self-Stick 4 Pads 4 Bright Colors Sticky Note, Easy to Post for Home, Office, Notebook, 100 Sheets/pad, Total 400 Sheets", "asin": "B0CJVNWZ5W", "price": "$5.99", "quantity": ""},
{"title": "Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper", "asin": "B07PMH4TS2", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.09", "quantity": ""},
{"title": "Post-it Notes, 3 in x 3 in, 18 Sticky Notes Pads, 100 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\ufb03ce Products", "asin": "B005TDHFEW", "price": "$17.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Self-Stick Notes Pads with 6 Bright Colors, Easy to Post for Office, Shool, Home, 6 Pads/Pack, 100 Sheets/Pad (Yellow)", "asin": "B08H5G6RTQ", "price": "$6.99", "quantity": ""}],
"ads": [{"title": "Lined Sticky Notes 4X6 in Bright Ruled Post Stickies Colorful Super Sticking Power Memo Pads, 45 Sheets/pad, 6 Pads/Pack", "asin": "B082VSB7L5"},
{"title": "Sticky Notes 1.5x2 Inches, Bright Colors Self-Stick Pads, 24 Pack, 75 Sheets/Pad,1800 Sheets", "asin": "B082VSDZRL"},
{"title": "Vanpad Sticky Notes 1.5x2 Inches, Light Colors Self-Stick Pads, 24 Pack, 75 Sheets/Pad", "asin": "B08L4DZML2"}],
"search_results": [{"title": "100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)", "asin": "B0BPJW13CM", "price": "$5.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Bulk Sticky Notes 3x3 inch, Office Supplies for Desk, 24-Pack, Assorted Colors", "asin": "B0BH9C7QXK", "price": "$11.19", "delivery": "FREE delivery Apr 19 - 22 for Prime members"},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.09", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper", "asin": "B07PMH4TS2", "price": "$6.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\u201dx3\u201d, 12 Pads", "asin": "B09ZX93YL3", "price": "$5.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Super Sticky Notes, 3x3 in, 6 Pads, 2X The Sticking Power, Energy Boost Collection, Bright Colors (Orange, Pink, Blue, Green),Recyclable (654-6SSAU)", "asin": "B0013N2QU0", "price": "$6.89", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Notes, 3 in x 3 in, 4 Sticky Notes Pads, 50 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\ufb03ce Products", "asin": "B000078UWA", "price": "$3.19", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.09", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Super Sticky Lined Notes, 15 Sticky Note Pads, Multi-Size., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection", "asin": "B076XG2XRS", "price": "$8.39", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Super Sticky Notes, 24 Sticky Note Pads, 3 x 3 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection", "asin": "B01D8F5FKS", "price": "$18.29", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad", "asin": "B07WQ1VZKW", "price": "$8.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Sticky Notes 3x3 in, Self-Stick 4 Pads 4 Bright Colors Sticky Note, Easy to Post for Home, Office, Notebook, 100 Sheets/pad, Total 400 Sheets", "asin": "B0CJVNWZ5W", "price": "$5.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook", "asin": "B0D53JF7FZ", "price": "$7.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Lined Sticky Notes 3x3 Inch, 8 Pack, Light Colors, Premium Self-Adhesive Notepads, 640 Sheets, for Office, School & Home Use, Easy to Use, Reusable & Removable", "asin": "B0DK1KGPK8", "price": "$7.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 4 Pads 100 Sheets/Pad (Yellow)", "asin": "B097TNDBWF", "price": "$4.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Greener Notes, 4x6 in, 5 Pads, America's #1 Favorite Sticky Notes, Sweet Sprinkles Collection, Pastel Colors, Clean Removal, 100% Recycled Material (660-RP-A)", "asin": "B000BKZ996", "price": "$11.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Super Sticky Notes, 3 Sticky Note Pads, 3 x 3 in., School Supplies for Students, Ideal for Textbooks, Notebooks, Walls and Vertical Surfaces, Energy Boost Collection", "asin": "B001JTOLYW", "price": "$2.19", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color", "asin": "B08PW73XGF", "price": "$11.30", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Super Sticky Notes, 3x3 in, 3 Pads, 2X The Sticking Power, Supernova Neons, Bright Colors, Recyclable (3321-SSMIA)", "asin": "B01D8F5JEU", "price": "$2.19", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "(12 Pack) Sticky Notes 3x3 Inches, ZCZN Pastel Color Self-Stick Note Pads, Colorful Sticky Notes Bulk, Easy to Post for Home, Office, School - 60 Sheets/Pad", "asin": "B0C7FMXQQF", "price": "$5.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Sticky Notes, 8 Pads, 3x3 inches Stick Notes, 800 Sheets Pastel Colors Self-Stick Note Pads, Easy to Post for Home, Office Supplies, Study Notebook, 100 Sheets/pad", "asin": "B0D1471NMQ", "price": "$4.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Sticky Notes, 100 Sheets/Pad, 3x3 Self-Stick Notes, 5 Colors Pastel Stick Notes, 2X Super Sticky", "asin": "B09XWPDTTT", "price": "$7.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Sticky Notes, 3\u201dx3\u201d, 12 Pads, Pastel Colors Sticky Notes, Sticky Note, Self-Stick Note Pads, Sticky Pads Sticky Notes Aesthetic, Colorful Sticky Notes, Sticky Notes Bulk Sticky Notes", "asin": "B092LFJP1L", "price": "$3.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Greener Notes, 3x3 in, 24 Pads, America's #1 Favorite Sticky Notes, Sweet Sprinkles Collection, Pastel Colors, Clean Removal, 100% Recycled Material (654R-24CP-AP)", "asin": "B003H5APA0", "price": "$22.09", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Super Sticky Notes, 24 Sticky Note Pads, 3 x 3 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Energy Boost Collection", "asin": "B00CMKA9HK", "price": "$19.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Sticky Notes 3x3 Inches, Light Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 8 Pads/Pack", "asin": "B08L4D1WS9", "price": "$8.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Sticky Notes 3\u201dx3\u201d12 Pads, Pastel Colors Sticky Notes, Sticky Note, Self-Stick Note Pads, Sticky Pads Sticky Notes Aesthetic, Colorful Sticky Notes, Sticky Notes Bulk Sticky Notes", "asin": "B0DLGKH5P5", "price": "$11.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Sticky Notes 3x3 Self-Stick Notes Pads with 6 Bright Colors, Easy to Post for Office, Shool, Home, 6 Pads/Pack, 100 Sheets/Pad (Yellow)", "asin": "B08H5G6RTQ", "price": "$6.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)", "asin": "B00006JNNE", "price": "$13.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Super Sticky Notes, 5 Sticky Note Pads, 3 x 3 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, First Snow White", "asin": "B008PAIC4S", "price": "$9.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Dispenser Pop-up Notes, 3x3 in, 24 Pads, Canary Yellow, Clean Removal, Recyclable", "asin": "B0002HLGZE", "price": "$23.08", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Super Sticky Notes, 4 in x 6 in, Canary Yellow, Lined, 5 Pads/Pack, 90 Sheets/Pad (660-5SSCY)", "asin": "B0002DOEOS", "price": "$11.98", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Notes, 3 in x 3 in, 18 Sticky Notes Pads, 100 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\ufb03ce Products", "asin": "B005TDHFEW", "price": "$17.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Notes, 1/3/8 x 1 7/8 in, 24 Sticky Notes Pads, 100 Sheets per Pad, Canary Yellow, The Original Post-it Note, School Supplies and O\ufb03ce Products", "asin": "B000GLSJB0", "price": "$10.94", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Super Sticky Notes, Limited Edition Color Collection, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad", "asin": "B07YNHMVRT", "price": "$14.49", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Super Sticky Lined Notes, 6 Sticky Note Pads, 4 x 4 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection", "asin": "B01D8F5RW4", "price": "$12.98", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Super Sticky Notes, 3x3 in, 24 Pads/Pack, 70 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink and Iris Infusion", "asin": "B09MWP45X2", "price": "$17.77", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Highland Sticky Notes, 3 x 3 Inches, Yellow, Set of 24 (6549-24)", "asin": "B0018191SM", "price": "$12.87", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "(24 Pack) Sticky Notes 3x3 in Post Bright Stickies Colorful Super Sticking Power Memo Pads, Strong Adhesive, 74 Sheets/pad", "asin": "B07VRYX57R", "price": "$14.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Pop-up Notes, 3x3 in, 18 Pads, America's #1 Favorite Sticky Notes, Poptimistic Collection, Bright Colors (Pink, Orange, Blue), Clean Removal, Recyclable (R330-18CTCP)", "asin": "B01BHW9I3O", "price": "$18.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Super Sticky Dispenser Pop-up Notes, 12 Sticky Note Pads, 3 x 3 in., 2X The Sticking Power, School Supplies and O\ufb03ce Products, Use with Post-it Note Dispensers, Canary Yellow", "asin": "B000TSE48W", "price": "$16.27", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Pop-up Notes, 3x3 in, 5 Pads, America's #1 Favorite Sticky Notes, Assorted Colors, Clean Removal, Recyclable (3301-5AN)", "asin": "B002IXCE3S", "price": "$7.29", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Super Sticky Lined Notes, 6 Sticky Note Pads, 4 x 4 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Canary Yellow", "asin": "B0002DOF7O", "price": "$9.44", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Aesthetic Vintage Self-Sticky Note Pads, Ideal for Office, Study, and Daily Life Organization - Neutral Colors", "asin": "B0CXSM592S", "price": "$5.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Super Sticky Notes, 12 Sticky Note Pads, 3 x 5 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Canary Yellow", "asin": "B0002DOC54", "price": "$17.95", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Pop-up Notes 3x3 in, 12 Pads, America's\u2019s #1 Favorite Sticky Notes, Alternating Colors, Poptimistic Collection. Clean Removal, Recyclable (R330-N-ALT)", "asin": "B000NO0QRU", "price": "$17.48", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Super Sticky Lined Notes, 5 Sticky Note Pads, 4x6 in, 2X The Sticking Power, School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Bright Colors", "asin": "B09MWQPJZ8", "price": "$11.87", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Notes, 3 in x 3 in, 12 Lined Sticky Notes Pads, 100 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\ufb03ce Products", "asin": "B000UI6AG0", "price": "$14.87", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Sticky Notes 3x3 in (12 Pads) Bright Colored Super Self Sticky Pads - 100 Sheets/Pad - Easy to Post for School, Office Supplies, Desk Accessories", "asin": "B07DMZVC5M", "price": "$12.15", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Sticky Notes 3x3 inch Bright Colors Self-Stick Pads 6 Pack 600 Sheets", "asin": "B07V1QY7DV", "price": "$6.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "(16 Pack) Sticky Notes 3x3 in Canary Yellow, Clean Removal, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0C9D8X4F6", "price": "$8.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "3M R335YW Post-It Lined Pop-Up Notes, 3 x 3, Yellow, 100 Sheet Pad, 6/Pack", "asin": "B0084L0HVE", "price": "$12.89", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Pop-up Note Dispenser Cat Design 3x3 in 1 Dispenser/Pack (CAT-330 White)", "asin": "B00I4HV3TS", "price": "$12.69", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Sticky Notes 3x3 Inches Bulk 28 Pack 2800 Sheets Colored Self-Stick Pads, 100 Sheets/Pad, 4 Bright Colors (Yellow, Green, Pink, Blue) for Office Supplies, School, Home", "asin": "B07K6FS8S4", "price": "$14.34", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Notes, 3 in x 3 in., 18 Sticky Notes Pads, 100 Sheets per Pad, Poptimistic Collection, School Supplies and O\ufb03ce Products, The Original Post-it Note", "asin": "B01C8MCISE", "price": "$20.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "delivery": " Two-Day FREE delivery Tue, Apr 15 Arrives before Easter"},
{"title": "Notes, 1 3/8 in x 1 7/8 in, 24 Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\u00e9 Collection, School Supplies and Office Products", "asin": "B00168CPYO", "price": "$12.11", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Pop-up Notes, 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Poptimistic, Bright Colors, Clean Removal, Recyclable", "asin": "B000BL5I96", "price": "$16.71", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Lined Sticky Notes 3x3 in Bright Ruled Post Stickies Colorful Super Sticking Power Memo Pads, 82 Sheets/pad, 8 Pads/Pack", "asin": "B07X8SFV8N", "price": "$8.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJTRF4Y", "price": "$15.73", "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": "2025-04-14T01:39:46.757Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-14T01:39:46.757Z
|
click_product
|
B0CMGJ6FRB
|
rule
|
2025-04-14T01:39:46.757Z
|
click_product
|
B0CMGJ6FRB
|
train
| 658 |
2025-04-14T01:39:46.757Z
|
click_product
|
B0CMGJ6FRB
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "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": "post it notes"}],
"promotion_items": [{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.09", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 4 Pads 100 Sheets/Pad (Yellow)", "asin": "B097TNDBWF", "price": "$4.99", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJTRF4Y", "price": "$15.73", "quantity": ""},
{"title": "Post-it Notes, 1 3/8 in x 1 7/8 in, 24 Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\u00e9 Collection, School Supplies and Office Products", "asin": "B00168CPYO", "price": "$12.11", "quantity": ""},
{"title": "Post-it Pop-up Notes, 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Assorted Pastel Colors, Clean Removal, Recyclable (R330-U-ALT)", "asin": "B000WXCH3S", "price": "$17.90", "quantity": ""},
{"title": "Mr. Pen- Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\u201dx3\u201d, 12 Pads", "asin": "B09ZX93YL3", "price": "$5.99", "quantity": ""},
{"title": "Sticky Notes 3x3 in, Self-Stick 4 Pads 4 Bright Colors Sticky Note, Easy to Post for Home, Office, Notebook, 100 Sheets/pad, Total 400 Sheets", "asin": "B0CJVNWZ5W", "price": "$5.99", "quantity": ""},
{"title": "Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper", "asin": "B07PMH4TS2", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.09", "quantity": ""},
{"title": "Post-it Notes, 3 in x 3 in, 18 Sticky Notes Pads, 100 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\ufb03ce Products", "asin": "B005TDHFEW", "price": "$17.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Self-Stick Notes Pads with 6 Bright Colors, Easy to Post for Office, Shool, Home, 6 Pads/Pack, 100 Sheets/Pad (Yellow)", "asin": "B08H5G6RTQ", "price": "$6.99", "quantity": ""}],
"ads": [{"title": "Lined Sticky Notes 4X6 in Bright Ruled Post Stickies Colorful Super Sticking Power Memo Pads, 45 Sheets/pad, 6 Pads/Pack", "asin": "B082VSB7L5"},
{"title": "Sticky Notes 1.5x2 Inches, Bright Colors Self-Stick Pads, 24 Pack, 75 Sheets/Pad,1800 Sheets", "asin": "B082VSDZRL"},
{"title": "Vanpad Sticky Notes 1.5x2 Inches, Light Colors Self-Stick Pads, 24 Pack, 75 Sheets/Pad", "asin": "B08L4DZML2"}],
"search_results": [{"title": "100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)", "asin": "B0BPJW13CM", "price": "$5.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Bulk Sticky Notes 3x3 inch, Office Supplies for Desk, 24-Pack, Assorted Colors", "asin": "B0BH9C7QXK", "price": "$11.19", "delivery": "FREE delivery Apr 19 - 22 for Prime members"},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.09", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper", "asin": "B07PMH4TS2", "price": "$6.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\u201dx3\u201d, 12 Pads", "asin": "B09ZX93YL3", "price": "$5.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Super Sticky Notes, 3x3 in, 6 Pads, 2X The Sticking Power, Energy Boost Collection, Bright Colors (Orange, Pink, Blue, Green),Recyclable (654-6SSAU)", "asin": "B0013N2QU0", "price": "$6.89", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Notes, 3 in x 3 in, 4 Sticky Notes Pads, 50 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\ufb03ce Products", "asin": "B000078UWA", "price": "$3.19", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.09", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Super Sticky Lined Notes, 15 Sticky Note Pads, Multi-Size., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection", "asin": "B076XG2XRS", "price": "$8.39", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Super Sticky Notes, 24 Sticky Note Pads, 3 x 3 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection", "asin": "B01D8F5FKS", "price": "$18.29", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad", "asin": "B07WQ1VZKW", "price": "$8.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Sticky Notes 3x3 in, Self-Stick 4 Pads 4 Bright Colors Sticky Note, Easy to Post for Home, Office, Notebook, 100 Sheets/pad, Total 400 Sheets", "asin": "B0CJVNWZ5W", "price": "$5.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook", "asin": "B0D53JF7FZ", "price": "$7.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Lined Sticky Notes 3x3 Inch, 8 Pack, Light Colors, Premium Self-Adhesive Notepads, 640 Sheets, for Office, School & Home Use, Easy to Use, Reusable & Removable", "asin": "B0DK1KGPK8", "price": "$7.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 4 Pads 100 Sheets/Pad (Yellow)", "asin": "B097TNDBWF", "price": "$4.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Greener Notes, 4x6 in, 5 Pads, America's #1 Favorite Sticky Notes, Sweet Sprinkles Collection, Pastel Colors, Clean Removal, 100% Recycled Material (660-RP-A)", "asin": "B000BKZ996", "price": "$11.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Super Sticky Notes, 3 Sticky Note Pads, 3 x 3 in., School Supplies for Students, Ideal for Textbooks, Notebooks, Walls and Vertical Surfaces, Energy Boost Collection", "asin": "B001JTOLYW", "price": "$2.19", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color", "asin": "B08PW73XGF", "price": "$11.30", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Super Sticky Notes, 3x3 in, 3 Pads, 2X The Sticking Power, Supernova Neons, Bright Colors, Recyclable (3321-SSMIA)", "asin": "B01D8F5JEU", "price": "$2.19", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "(12 Pack) Sticky Notes 3x3 Inches, ZCZN Pastel Color Self-Stick Note Pads, Colorful Sticky Notes Bulk, Easy to Post for Home, Office, School - 60 Sheets/Pad", "asin": "B0C7FMXQQF", "price": "$5.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Sticky Notes, 8 Pads, 3x3 inches Stick Notes, 800 Sheets Pastel Colors Self-Stick Note Pads, Easy to Post for Home, Office Supplies, Study Notebook, 100 Sheets/pad", "asin": "B0D1471NMQ", "price": "$4.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Sticky Notes, 100 Sheets/Pad, 3x3 Self-Stick Notes, 5 Colors Pastel Stick Notes, 2X Super Sticky", "asin": "B09XWPDTTT", "price": "$7.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Sticky Notes, 3\u201dx3\u201d, 12 Pads, Pastel Colors Sticky Notes, Sticky Note, Self-Stick Note Pads, Sticky Pads Sticky Notes Aesthetic, Colorful Sticky Notes, Sticky Notes Bulk Sticky Notes", "asin": "B092LFJP1L", "price": "$3.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Greener Notes, 3x3 in, 24 Pads, America's #1 Favorite Sticky Notes, Sweet Sprinkles Collection, Pastel Colors, Clean Removal, 100% Recycled Material (654R-24CP-AP)", "asin": "B003H5APA0", "price": "$22.09", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Super Sticky Notes, 24 Sticky Note Pads, 3 x 3 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Energy Boost Collection", "asin": "B00CMKA9HK", "price": "$19.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Sticky Notes 3x3 Inches, Light Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 8 Pads/Pack", "asin": "B08L4D1WS9", "price": "$8.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Sticky Notes 3\u201dx3\u201d12 Pads, Pastel Colors Sticky Notes, Sticky Note, Self-Stick Note Pads, Sticky Pads Sticky Notes Aesthetic, Colorful Sticky Notes, Sticky Notes Bulk Sticky Notes", "asin": "B0DLGKH5P5", "price": "$11.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Sticky Notes 3x3 Self-Stick Notes Pads with 6 Bright Colors, Easy to Post for Office, Shool, Home, 6 Pads/Pack, 100 Sheets/Pad (Yellow)", "asin": "B08H5G6RTQ", "price": "$6.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)", "asin": "B00006JNNE", "price": "$13.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Super Sticky Notes, 5 Sticky Note Pads, 3 x 3 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, First Snow White", "asin": "B008PAIC4S", "price": "$9.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Dispenser Pop-up Notes, 3x3 in, 24 Pads, Canary Yellow, Clean Removal, Recyclable", "asin": "B0002HLGZE", "price": "$23.08", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Super Sticky Notes, 4 in x 6 in, Canary Yellow, Lined, 5 Pads/Pack, 90 Sheets/Pad (660-5SSCY)", "asin": "B0002DOEOS", "price": "$11.98", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Notes, 3 in x 3 in, 18 Sticky Notes Pads, 100 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\ufb03ce Products", "asin": "B005TDHFEW", "price": "$17.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Notes, 1/3/8 x 1 7/8 in, 24 Sticky Notes Pads, 100 Sheets per Pad, Canary Yellow, The Original Post-it Note, School Supplies and O\ufb03ce Products", "asin": "B000GLSJB0", "price": "$10.94", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Super Sticky Notes, Limited Edition Color Collection, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad", "asin": "B07YNHMVRT", "price": "$14.49", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Super Sticky Lined Notes, 6 Sticky Note Pads, 4 x 4 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection", "asin": "B01D8F5RW4", "price": "$12.98", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Super Sticky Notes, 3x3 in, 24 Pads/Pack, 70 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink and Iris Infusion", "asin": "B09MWP45X2", "price": "$17.77", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Highland Sticky Notes, 3 x 3 Inches, Yellow, Set of 24 (6549-24)", "asin": "B0018191SM", "price": "$12.87", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "(24 Pack) Sticky Notes 3x3 in Post Bright Stickies Colorful Super Sticking Power Memo Pads, Strong Adhesive, 74 Sheets/pad", "asin": "B07VRYX57R", "price": "$14.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Pop-up Notes, 3x3 in, 18 Pads, America's #1 Favorite Sticky Notes, Poptimistic Collection, Bright Colors (Pink, Orange, Blue), Clean Removal, Recyclable (R330-18CTCP)", "asin": "B01BHW9I3O", "price": "$18.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Super Sticky Dispenser Pop-up Notes, 12 Sticky Note Pads, 3 x 3 in., 2X The Sticking Power, School Supplies and O\ufb03ce Products, Use with Post-it Note Dispensers, Canary Yellow", "asin": "B000TSE48W", "price": "$16.27", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Pop-up Notes, 3x3 in, 5 Pads, America's #1 Favorite Sticky Notes, Assorted Colors, Clean Removal, Recyclable (3301-5AN)", "asin": "B002IXCE3S", "price": "$7.29", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Super Sticky Lined Notes, 6 Sticky Note Pads, 4 x 4 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Canary Yellow", "asin": "B0002DOF7O", "price": "$9.44", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Aesthetic Vintage Self-Sticky Note Pads, Ideal for Office, Study, and Daily Life Organization - Neutral Colors", "asin": "B0CXSM592S", "price": "$5.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Super Sticky Notes, 12 Sticky Note Pads, 3 x 5 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Canary Yellow", "asin": "B0002DOC54", "price": "$17.95", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Pop-up Notes 3x3 in, 12 Pads, America's\u2019s #1 Favorite Sticky Notes, Alternating Colors, Poptimistic Collection. Clean Removal, Recyclable (R330-N-ALT)", "asin": "B000NO0QRU", "price": "$17.48", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Super Sticky Lined Notes, 5 Sticky Note Pads, 4x6 in, 2X The Sticking Power, School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Bright Colors", "asin": "B09MWQPJZ8", "price": "$11.87", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Notes, 3 in x 3 in, 12 Lined Sticky Notes Pads, 100 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\ufb03ce Products", "asin": "B000UI6AG0", "price": "$14.87", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Sticky Notes 3x3 in (12 Pads) Bright Colored Super Self Sticky Pads - 100 Sheets/Pad - Easy to Post for School, Office Supplies, Desk Accessories", "asin": "B07DMZVC5M", "price": "$12.15", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Sticky Notes 3x3 inch Bright Colors Self-Stick Pads 6 Pack 600 Sheets", "asin": "B07V1QY7DV", "price": "$6.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "(16 Pack) Sticky Notes 3x3 in Canary Yellow, Clean Removal, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0C9D8X4F6", "price": "$8.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "3M R335YW Post-It Lined Pop-Up Notes, 3 x 3, Yellow, 100 Sheet Pad, 6/Pack", "asin": "B0084L0HVE", "price": "$12.89", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Pop-up Note Dispenser Cat Design 3x3 in 1 Dispenser/Pack (CAT-330 White)", "asin": "B00I4HV3TS", "price": "$12.69", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Sticky Notes 3x3 Inches Bulk 28 Pack 2800 Sheets Colored Self-Stick Pads, 100 Sheets/Pad, 4 Bright Colors (Yellow, Green, Pink, Blue) for Office Supplies, School, Home", "asin": "B07K6FS8S4", "price": "$14.34", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Notes, 3 in x 3 in., 18 Sticky Notes Pads, 100 Sheets per Pad, Poptimistic Collection, School Supplies and O\ufb03ce Products, The Original Post-it Note", "asin": "B01C8MCISE", "price": "$20.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "delivery": " Two-Day FREE delivery Tue, Apr 15 Arrives before Easter"},
{"title": "Notes, 1 3/8 in x 1 7/8 in, 24 Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\u00e9 Collection, School Supplies and Office Products", "asin": "B00168CPYO", "price": "$12.11", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Pop-up Notes, 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Poptimistic, Bright Colors, Clean Removal, Recyclable", "asin": "B000BL5I96", "price": "$16.71", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Lined Sticky Notes 3x3 in Bright Ruled Post Stickies Colorful Super Sticking Power Memo Pads, 82 Sheets/pad, 8 Pads/Pack", "asin": "B07X8SFV8N", "price": "$8.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJTRF4Y", "price": "$15.73", "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": "2025-04-14T01:39:46.757Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:07:29.951Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:09:31.002Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:04.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:04.911Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:23:49.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"post it notes\"}],\n\"product_details\": [{\"asin\": \"B0CMGJ6FRB\"},\n{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\"},\n{\"price\": \"$5.09\"},\n{\"bullet_list\": \"Colorful Efficiency in Abundance - Our sticky notes Set includes 12 pads, each with 50 sheets, bringing you a total of 600 vibrant and versatile notes. These vibrant and versatile sticky notes are ready to help you stay organized and efficient in every endeavor. Boost Work Efficiency - Elevate your workday with our vibrant sticky note pads. Ideal for quick reminders, marking key points, and effortless task organization, these colorful companions bring a touch of creativity to your workplace Brighten Your Study Journey - Enhance your learning journey with our dynamic sticky notes. Whether it's textbooks, exam prep, or brainstorming ideas, our colorful sticky notes add flair and functionality to your academic pursuits. Life in Color - From jotting down grocery lists to leaving heartfelt reminders, these colorful companions add flair to your daily routine. Organize tasks, express creativity, and infuse positivity into your life, one sticky at a time. Small Notes, Big Impact - In the world of practicality, sticky notes play a crucial role as handy reminders, task organizers, and instant notes. From jotting down quick thoughts to keeping crucial details at the forefront, Sticky Notes are the unsung heroes of our daily routines.\"}],\n\"product_quantity\": [{\"quantity\": \"1 \"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"A-soft Pastel\"}],\n\"promotion_items\": [{\"title\": \"Joyberg 18 Pads Sticky Notes, 3x3\\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad\", \"asin\": \"B0D2HDBKTM\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 8 Pads 80 Sheet/Pad (Rose Red)\", \"asin\": \"B08H5BQQPT\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Pop Up Sticky Notes 3x3 inch, 8 Bright Multi Colors,Accordion Self-Stick Notes, Purple Sticky Notes 8 Pads 80 Sheet/Pad\", \"asin\": \"B08H58P1W7\", \"price\": \"$7.49\", \"quantity\": \"\"},\n{\"title\": \"(12 Pack) Sticky Notes 3x3 Inches, ZCZN Morandi Color Self-Stick Note Pads, Colorful Sticky Notes Bulk, Easy to Post for Home, Office, School - 60 Sheets/Pad\", \"asin\": \"B0C7FMYZ14\", \"price\": \"$5.79\", \"quantity\": \"\"},\n{\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Bright Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4BKRR\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"B0BPJTRF4Y\", \"price\": \"$15.73\", \"quantity\": \"\"},\n{\"title\": \"Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper\", \"asin\": \"B07PMH4TS2\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad\", \"asin\": \"B07WQ1VZKW\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n{\"title\": \"Joyberg 18 Pads Sticky Notes, 3x3\\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad\", \"asin\": \"B0D2HDBKTM\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)\", \"asin\": \"B00006JNNE\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it Super Sticky 100% Recycled Pop-up Notes, Oasis Collection, 3 in. x 3 in., 70 Sheets, 18 Pads, School Supplies and Office Products\", \"asin\": \"B0DX44ZZRK\", \"price\": \"$24.36\", \"quantity\": \"\"},\n{\"title\": \"Post-it Super Sticky Notes, 3x3 in, 6 Pads/Pack, 90 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink, Sunnyside, Guava and Iris Infusion\", \"asin\": \"B09MWNRSB1\", \"price\": \"$7.80\", \"quantity\": \"\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYBG3N\", \"price\": \"$16.01\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper\", \"asin\": \"B07PMH4TS2\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)\", \"asin\": \"B00006JNNE\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Mr. Pen- Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\\u201dx3\\u201d, 12 Pads\", \"asin\": \"B09ZX93YL3\", \"price\": \"$5.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"price\": \"$5.09\"},\n{\"title\": \"deli Sticky Notes, 12 Pads, 3x3 inches, Colorful Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization, Creative Shape\", \"asin\": \"B0CSK4YR6N\", \"price\": \"$8.19\"},\n{\"title\": \"Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad\", \"asin\": \"B0DCFQ8DJG\", \"price\": \"$5.98\"},\n{\"title\": \"XQUESTION Sticky Notes, 18 Pads, 3 x 3 inches, Multi-Color, Self-Stick Pads, 56 Sheets/Pad, School Supplies and Office Products(A-18 Pads)\", \"asin\": \"B0DJVXDL4T\", \"price\": \"$5.99\"},\n{\"title\": \"(18 Pads) Sticky Notes 3x3 inch, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D6RPPK9H\", \"price\": \"$8.99\"},\n{\"title\": \"MaxGear 16 Pads Sticky Notes 3x3, 8 Bright Colors Sticky Pad Strong Adhesive Self-Stick Note Pads for School Supplies/Office Products, Reminders Note on Smooth Surface, 60 Sheets/Pad\", \"asin\": \"B0CLLKF1GL\", \"price\": \"$7.39\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T01:40:46.683Z\", // 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "post it notes"}],
"product_details": [{"asin": "B0CMGJ6FRB"},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel"},
{"price": "$5.09"},
{"bullet_list": "Colorful Efficiency in Abundance - Our sticky notes Set includes 12 pads, each with 50 sheets, bringing you a total of 600 vibrant and versatile notes. These vibrant and versatile sticky notes are ready to help you stay organized and efficient in every endeavor. Boost Work Efficiency - Elevate your workday with our vibrant sticky note pads. Ideal for quick reminders, marking key points, and effortless task organization, these colorful companions bring a touch of creativity to your workplace Brighten Your Study Journey - Enhance your learning journey with our dynamic sticky notes. Whether it's textbooks, exam prep, or brainstorming ideas, our colorful sticky notes add flair and functionality to your academic pursuits. Life in Color - From jotting down grocery lists to leaving heartfelt reminders, these colorful companions add flair to your daily routine. Organize tasks, express creativity, and infuse positivity into your life, one sticky at a time. Small Notes, Big Impact - In the world of practicality, sticky notes play a crucial role as handy reminders, task organizers, and instant notes. From jotting down quick thoughts to keeping crucial details at the forefront, Sticky Notes are the unsung heroes of our daily routines."}],
"product_quantity": [{"quantity": "1 "},
{"quantity": "1"}],
"product_options": [{"Color": "A-soft Pastel"}],
"promotion_items": [{"title": "Joyberg 18 Pads Sticky Notes, 3x3\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad", "asin": "B0D2HDBKTM", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 8 Pads 80 Sheet/Pad (Rose Red)", "asin": "B08H5BQQPT", "price": "$6.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "Pop Up Sticky Notes 3x3 inch, 8 Bright Multi Colors,Accordion Self-Stick Notes, Purple Sticky Notes 8 Pads 80 Sheet/Pad", "asin": "B08H58P1W7", "price": "$7.49", "quantity": ""},
{"title": "(12 Pack) Sticky Notes 3x3 Inches, ZCZN Morandi Color Self-Stick Note Pads, Colorful Sticky Notes Bulk, Easy to Post for Home, Office, School - 60 Sheets/Pad", "asin": "B0C7FMYZ14", "price": "$5.79", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Bright Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4BKRR", "price": "$6.99", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJTRF4Y", "price": "$15.73", "quantity": ""},
{"title": "Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper", "asin": "B07PMH4TS2", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad", "asin": "B07WQ1VZKW", "price": "$8.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Joyberg 18 Pads Sticky Notes, 3x3\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad", "asin": "B0D2HDBKTM", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)", "asin": "B00006JNNE", "price": "$13.99", "quantity": ""},
{"title": "Post-it Super Sticky 100% Recycled Pop-up Notes, Oasis Collection, 3 in. x 3 in., 70 Sheets, 18 Pads, School Supplies and Office Products", "asin": "B0DX44ZZRK", "price": "$24.36", "quantity": ""},
{"title": "Post-it Super Sticky Notes, 3x3 in, 6 Pads/Pack, 90 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink, Sunnyside, Guava and Iris Infusion", "asin": "B09MWNRSB1", "price": "$7.80", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYBG3N", "price": "$16.01", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99", "quantity": ""},
{"title": "Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper", "asin": "B07PMH4TS2", "price": "$6.99", "quantity": ""},
{"title": "Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)", "asin": "B00006JNNE", "price": "$13.99", "quantity": ""},
{"title": "Mr. Pen- Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\u201dx3\u201d, 12 Pads", "asin": "B09ZX93YL3", "price": "$5.99", "quantity": ""}],
"comparison_items": [{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "price": "$5.09"},
{"title": "deli Sticky Notes, 12 Pads, 3x3 inches, Colorful Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization, Creative Shape", "asin": "B0CSK4YR6N", "price": "$8.19"},
{"title": "Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad", "asin": "B0DCFQ8DJG", "price": "$5.98"},
{"title": "XQUESTION Sticky Notes, 18 Pads, 3 x 3 inches, Multi-Color, Self-Stick Pads, 56 Sheets/Pad, School Supplies and Office Products(A-18 Pads)", "asin": "B0DJVXDL4T", "price": "$5.99"},
{"title": "(18 Pads) Sticky Notes 3x3 inch, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0D6RPPK9H", "price": "$8.99"},
{"title": "MaxGear 16 Pads Sticky Notes 3x3, 8 Bright Colors Sticky Pad Strong Adhesive Self-Stick Note Pads for School Supplies/Office Products, Reminders Note on Smooth Surface, 60 Sheets/Pad", "asin": "B0CLLKF1GL", "price": "$7.39"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T01:40:46.683Z", // 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>
|
2025-04-14T01:40:46.683Z
|
purchase
|
B0CMGJ6FRB
|
rule
|
2025-04-14T01:40:46.683Z
|
purchase
|
B0CMGJ6FRB
|
train
| 659 |
2025-04-14T01:40:46.683Z
|
purchase
|
B0CMGJ6FRB
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "post it notes"}],
"product_details": [{"asin": "B0CMGJ6FRB"},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel"},
{"price": "$5.09"},
{"bullet_list": "Colorful Efficiency in Abundance - Our sticky notes Set includes 12 pads, each with 50 sheets, bringing you a total of 600 vibrant and versatile notes. These vibrant and versatile sticky notes are ready to help you stay organized and efficient in every endeavor. Boost Work Efficiency - Elevate your workday with our vibrant sticky note pads. Ideal for quick reminders, marking key points, and effortless task organization, these colorful companions bring a touch of creativity to your workplace Brighten Your Study Journey - Enhance your learning journey with our dynamic sticky notes. Whether it's textbooks, exam prep, or brainstorming ideas, our colorful sticky notes add flair and functionality to your academic pursuits. Life in Color - From jotting down grocery lists to leaving heartfelt reminders, these colorful companions add flair to your daily routine. Organize tasks, express creativity, and infuse positivity into your life, one sticky at a time. Small Notes, Big Impact - In the world of practicality, sticky notes play a crucial role as handy reminders, task organizers, and instant notes. From jotting down quick thoughts to keeping crucial details at the forefront, Sticky Notes are the unsung heroes of our daily routines."}],
"product_quantity": [{"quantity": "1 "},
{"quantity": "1"}],
"product_options": [{"Color": "A-soft Pastel"}],
"promotion_items": [{"title": "Joyberg 18 Pads Sticky Notes, 3x3\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad", "asin": "B0D2HDBKTM", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 8 Pads 80 Sheet/Pad (Rose Red)", "asin": "B08H5BQQPT", "price": "$6.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "Pop Up Sticky Notes 3x3 inch, 8 Bright Multi Colors,Accordion Self-Stick Notes, Purple Sticky Notes 8 Pads 80 Sheet/Pad", "asin": "B08H58P1W7", "price": "$7.49", "quantity": ""},
{"title": "(12 Pack) Sticky Notes 3x3 Inches, ZCZN Morandi Color Self-Stick Note Pads, Colorful Sticky Notes Bulk, Easy to Post for Home, Office, School - 60 Sheets/Pad", "asin": "B0C7FMYZ14", "price": "$5.79", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Bright Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4BKRR", "price": "$6.99", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJTRF4Y", "price": "$15.73", "quantity": ""},
{"title": "Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper", "asin": "B07PMH4TS2", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad", "asin": "B07WQ1VZKW", "price": "$8.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Joyberg 18 Pads Sticky Notes, 3x3\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad", "asin": "B0D2HDBKTM", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)", "asin": "B00006JNNE", "price": "$13.99", "quantity": ""},
{"title": "Post-it Super Sticky 100% Recycled Pop-up Notes, Oasis Collection, 3 in. x 3 in., 70 Sheets, 18 Pads, School Supplies and Office Products", "asin": "B0DX44ZZRK", "price": "$24.36", "quantity": ""},
{"title": "Post-it Super Sticky Notes, 3x3 in, 6 Pads/Pack, 90 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink, Sunnyside, Guava and Iris Infusion", "asin": "B09MWNRSB1", "price": "$7.80", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYBG3N", "price": "$16.01", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99", "quantity": ""},
{"title": "Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper", "asin": "B07PMH4TS2", "price": "$6.99", "quantity": ""},
{"title": "Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)", "asin": "B00006JNNE", "price": "$13.99", "quantity": ""},
{"title": "Mr. Pen- Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\u201dx3\u201d, 12 Pads", "asin": "B09ZX93YL3", "price": "$5.99", "quantity": ""}],
"comparison_items": [{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "price": "$5.09"},
{"title": "deli Sticky Notes, 12 Pads, 3x3 inches, Colorful Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization, Creative Shape", "asin": "B0CSK4YR6N", "price": "$8.19"},
{"title": "Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad", "asin": "B0DCFQ8DJG", "price": "$5.98"},
{"title": "XQUESTION Sticky Notes, 18 Pads, 3 x 3 inches, Multi-Color, Self-Stick Pads, 56 Sheets/Pad, School Supplies and Office Products(A-18 Pads)", "asin": "B0DJVXDL4T", "price": "$5.99"},
{"title": "(18 Pads) Sticky Notes 3x3 inch, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0D6RPPK9H", "price": "$8.99"},
{"title": "MaxGear 16 Pads Sticky Notes 3x3, 8 Bright Colors Sticky Pad Strong Adhesive Self-Stick Note Pads for School Supplies/Office Products, Reminders Note on Smooth Surface, 60 Sheets/Pad", "asin": "B0CLLKF1GL", "price": "$7.39"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T01:40:46.683Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:07:29.951Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:09:31.002Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:04.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:04.911Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:23:49.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\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\": \"post it notes\"}],\n\"cart_items\": [{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.09\"}],\n\"product_details\": [{\"asin\": \"B0CMGJ6FRB\"},\n{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\"},\n{\"price\": \"$5.09\"},\n{\"bullet_list\": \"Colorful Efficiency in Abundance - Our sticky notes Set includes 12 pads, each with 50 sheets, bringing you a total of 600 vibrant and versatile notes. These vibrant and versatile sticky notes are ready to help you stay organized and efficient in every endeavor. Boost Work Efficiency - Elevate your workday with our vibrant sticky note pads. Ideal for quick reminders, marking key points, and effortless task organization, these colorful companions bring a touch of creativity to your workplace Brighten Your Study Journey - Enhance your learning journey with our dynamic sticky notes. Whether it's textbooks, exam prep, or brainstorming ideas, our colorful sticky notes add flair and functionality to your academic pursuits. Life in Color - From jotting down grocery lists to leaving heartfelt reminders, these colorful companions add flair to your daily routine. Organize tasks, express creativity, and infuse positivity into your life, one sticky at a time. Small Notes, Big Impact - In the world of practicality, sticky notes play a crucial role as handy reminders, task organizers, and instant notes. From jotting down quick thoughts to keeping crucial details at the forefront, Sticky Notes are the unsung heroes of our daily routines.\"}],\n\"product_quantity\": [{\"quantity\": \"1 \"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"E-morandi\"}],\n\"promotion_items\": [{\"title\": \"Joyberg 18 Pads Sticky Notes, 3x3\\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad\", \"asin\": \"B0D2HDBKTM\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 8 Pads 80 Sheet/Pad (Rose Red)\", \"asin\": \"B08H5BQQPT\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Pop Up Sticky Notes 3x3 inch, 8 Bright Multi Colors,Accordion Self-Stick Notes, Purple Sticky Notes 8 Pads 80 Sheet/Pad\", \"asin\": \"B08H58P1W7\", \"price\": \"$7.49\", \"quantity\": \"\"},\n{\"title\": \"(12 Pack) Sticky Notes 3x3 Inches, ZCZN Morandi Color Self-Stick Note Pads, Colorful Sticky Notes Bulk, Easy to Post for Home, Office, School - 60 Sheets/Pad\", \"asin\": \"B0C7FMYZ14\", \"price\": \"$5.79\", \"quantity\": \"\"},\n{\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Bright Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4BKRR\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"B0BPJTRF4Y\", \"price\": \"$15.73\", \"quantity\": \"\"},\n{\"title\": \"Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper\", \"asin\": \"B07PMH4TS2\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad\", \"asin\": \"B07WQ1VZKW\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n{\"title\": \"Joyberg 18 Pads Sticky Notes, 3x3\\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad\", \"asin\": \"B0D2HDBKTM\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)\", \"asin\": \"B00006JNNE\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it Super Sticky 100% Recycled Pop-up Notes, Oasis Collection, 3 in. x 3 in., 70 Sheets, 18 Pads, School Supplies and Office Products\", \"asin\": \"B0DX44ZZRK\", \"price\": \"$24.36\", \"quantity\": \"\"},\n{\"title\": \"Post-it Super Sticky Notes, 3x3 in, 6 Pads/Pack, 90 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink, Sunnyside, Guava and Iris Infusion\", \"asin\": \"B09MWNRSB1\", \"price\": \"$7.80\", \"quantity\": \"\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYBG3N\", \"price\": \"$16.01\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper\", \"asin\": \"B07PMH4TS2\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)\", \"asin\": \"B00006JNNE\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Mr. Pen- Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\\u201dx3\\u201d, 12 Pads\", \"asin\": \"B09ZX93YL3\", \"price\": \"$5.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"price\": \"$5.09\"},\n{\"title\": \"deli Sticky Notes, 12 Pads, 3x3 inches, Colorful Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization, Creative Shape\", \"asin\": \"B0CSK4YR6N\", \"price\": \"$8.19\"},\n{\"title\": \"Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad\", \"asin\": \"B0DCFQ8DJG\", \"price\": \"$5.98\"},\n{\"title\": \"XQUESTION Sticky Notes, 18 Pads, 3 x 3 inches, Multi-Color, Self-Stick Pads, 56 Sheets/Pad, School Supplies and Office Products(A-18 Pads)\", \"asin\": \"B0DJVXDL4T\", \"price\": \"$5.99\"},\n{\"title\": \"(18 Pads) Sticky Notes 3x3 inch, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D6RPPK9H\", \"price\": \"$8.99\"},\n{\"title\": \"MaxGear 16 Pads Sticky Notes 3x3, 8 Bright Colors Sticky Pad Strong Adhesive Self-Stick Note Pads for School Supplies/Office Products, Reminders Note on Smooth Surface, 60 Sheets/Pad\", \"asin\": \"B0CLLKF1GL\", \"price\": \"$7.39\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T01:40:56.477Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
<|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": "post it notes"}],
"cart_items": [{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.09"}],
"product_details": [{"asin": "B0CMGJ6FRB"},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel"},
{"price": "$5.09"},
{"bullet_list": "Colorful Efficiency in Abundance - Our sticky notes Set includes 12 pads, each with 50 sheets, bringing you a total of 600 vibrant and versatile notes. These vibrant and versatile sticky notes are ready to help you stay organized and efficient in every endeavor. Boost Work Efficiency - Elevate your workday with our vibrant sticky note pads. Ideal for quick reminders, marking key points, and effortless task organization, these colorful companions bring a touch of creativity to your workplace Brighten Your Study Journey - Enhance your learning journey with our dynamic sticky notes. Whether it's textbooks, exam prep, or brainstorming ideas, our colorful sticky notes add flair and functionality to your academic pursuits. Life in Color - From jotting down grocery lists to leaving heartfelt reminders, these colorful companions add flair to your daily routine. Organize tasks, express creativity, and infuse positivity into your life, one sticky at a time. Small Notes, Big Impact - In the world of practicality, sticky notes play a crucial role as handy reminders, task organizers, and instant notes. From jotting down quick thoughts to keeping crucial details at the forefront, Sticky Notes are the unsung heroes of our daily routines."}],
"product_quantity": [{"quantity": "1 "},
{"quantity": "1"}],
"product_options": [{"Color": "E-morandi"}],
"promotion_items": [{"title": "Joyberg 18 Pads Sticky Notes, 3x3\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad", "asin": "B0D2HDBKTM", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 8 Pads 80 Sheet/Pad (Rose Red)", "asin": "B08H5BQQPT", "price": "$6.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "Pop Up Sticky Notes 3x3 inch, 8 Bright Multi Colors,Accordion Self-Stick Notes, Purple Sticky Notes 8 Pads 80 Sheet/Pad", "asin": "B08H58P1W7", "price": "$7.49", "quantity": ""},
{"title": "(12 Pack) Sticky Notes 3x3 Inches, ZCZN Morandi Color Self-Stick Note Pads, Colorful Sticky Notes Bulk, Easy to Post for Home, Office, School - 60 Sheets/Pad", "asin": "B0C7FMYZ14", "price": "$5.79", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Bright Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4BKRR", "price": "$6.99", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJTRF4Y", "price": "$15.73", "quantity": ""},
{"title": "Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper", "asin": "B07PMH4TS2", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad", "asin": "B07WQ1VZKW", "price": "$8.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Joyberg 18 Pads Sticky Notes, 3x3\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad", "asin": "B0D2HDBKTM", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)", "asin": "B00006JNNE", "price": "$13.99", "quantity": ""},
{"title": "Post-it Super Sticky 100% Recycled Pop-up Notes, Oasis Collection, 3 in. x 3 in., 70 Sheets, 18 Pads, School Supplies and Office Products", "asin": "B0DX44ZZRK", "price": "$24.36", "quantity": ""},
{"title": "Post-it Super Sticky Notes, 3x3 in, 6 Pads/Pack, 90 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink, Sunnyside, Guava and Iris Infusion", "asin": "B09MWNRSB1", "price": "$7.80", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYBG3N", "price": "$16.01", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99", "quantity": ""},
{"title": "Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper", "asin": "B07PMH4TS2", "price": "$6.99", "quantity": ""},
{"title": "Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)", "asin": "B00006JNNE", "price": "$13.99", "quantity": ""},
{"title": "Mr. Pen- Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\u201dx3\u201d, 12 Pads", "asin": "B09ZX93YL3", "price": "$5.99", "quantity": ""}],
"comparison_items": [{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "price": "$5.09"},
{"title": "deli Sticky Notes, 12 Pads, 3x3 inches, Colorful Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization, Creative Shape", "asin": "B0CSK4YR6N", "price": "$8.19"},
{"title": "Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad", "asin": "B0DCFQ8DJG", "price": "$5.98"},
{"title": "XQUESTION Sticky Notes, 18 Pads, 3 x 3 inches, Multi-Color, Self-Stick Pads, 56 Sheets/Pad, School Supplies and Office Products(A-18 Pads)", "asin": "B0DJVXDL4T", "price": "$5.99"},
{"title": "(18 Pads) Sticky Notes 3x3 inch, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0D6RPPK9H", "price": "$8.99"},
{"title": "MaxGear 16 Pads Sticky Notes 3x3, 8 Bright Colors Sticky Pad Strong Adhesive Self-Stick Note Pads for School Supplies/Office Products, Reminders Note on Smooth Surface, 60 Sheets/Pad", "asin": "B0CLLKF1GL", "price": "$7.39"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T01:40:56.477Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-14T01:40:56.477Z
|
click
|
product_option
|
rule
|
2025-04-14T01:40:56.477Z
|
click
|
product_option
|
train
| 660 |
2025-04-14T01:40:56.477Z
|
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": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
<|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": "post it notes"}],
"cart_items": [{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.09"}],
"product_details": [{"asin": "B0CMGJ6FRB"},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel"},
{"price": "$5.09"},
{"bullet_list": "Colorful Efficiency in Abundance - Our sticky notes Set includes 12 pads, each with 50 sheets, bringing you a total of 600 vibrant and versatile notes. These vibrant and versatile sticky notes are ready to help you stay organized and efficient in every endeavor. Boost Work Efficiency - Elevate your workday with our vibrant sticky note pads. Ideal for quick reminders, marking key points, and effortless task organization, these colorful companions bring a touch of creativity to your workplace Brighten Your Study Journey - Enhance your learning journey with our dynamic sticky notes. Whether it's textbooks, exam prep, or brainstorming ideas, our colorful sticky notes add flair and functionality to your academic pursuits. Life in Color - From jotting down grocery lists to leaving heartfelt reminders, these colorful companions add flair to your daily routine. Organize tasks, express creativity, and infuse positivity into your life, one sticky at a time. Small Notes, Big Impact - In the world of practicality, sticky notes play a crucial role as handy reminders, task organizers, and instant notes. From jotting down quick thoughts to keeping crucial details at the forefront, Sticky Notes are the unsung heroes of our daily routines."}],
"product_quantity": [{"quantity": "1 "},
{"quantity": "1"}],
"product_options": [{"Color": "E-morandi"}],
"promotion_items": [{"title": "Joyberg 18 Pads Sticky Notes, 3x3\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad", "asin": "B0D2HDBKTM", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 8 Pads 80 Sheet/Pad (Rose Red)", "asin": "B08H5BQQPT", "price": "$6.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "Pop Up Sticky Notes 3x3 inch, 8 Bright Multi Colors,Accordion Self-Stick Notes, Purple Sticky Notes 8 Pads 80 Sheet/Pad", "asin": "B08H58P1W7", "price": "$7.49", "quantity": ""},
{"title": "(12 Pack) Sticky Notes 3x3 Inches, ZCZN Morandi Color Self-Stick Note Pads, Colorful Sticky Notes Bulk, Easy to Post for Home, Office, School - 60 Sheets/Pad", "asin": "B0C7FMYZ14", "price": "$5.79", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Bright Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4BKRR", "price": "$6.99", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJTRF4Y", "price": "$15.73", "quantity": ""},
{"title": "Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper", "asin": "B07PMH4TS2", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad", "asin": "B07WQ1VZKW", "price": "$8.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Joyberg 18 Pads Sticky Notes, 3x3\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad", "asin": "B0D2HDBKTM", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)", "asin": "B00006JNNE", "price": "$13.99", "quantity": ""},
{"title": "Post-it Super Sticky 100% Recycled Pop-up Notes, Oasis Collection, 3 in. x 3 in., 70 Sheets, 18 Pads, School Supplies and Office Products", "asin": "B0DX44ZZRK", "price": "$24.36", "quantity": ""},
{"title": "Post-it Super Sticky Notes, 3x3 in, 6 Pads/Pack, 90 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink, Sunnyside, Guava and Iris Infusion", "asin": "B09MWNRSB1", "price": "$7.80", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYBG3N", "price": "$16.01", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99", "quantity": ""},
{"title": "Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper", "asin": "B07PMH4TS2", "price": "$6.99", "quantity": ""},
{"title": "Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)", "asin": "B00006JNNE", "price": "$13.99", "quantity": ""},
{"title": "Mr. Pen- Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\u201dx3\u201d, 12 Pads", "asin": "B09ZX93YL3", "price": "$5.99", "quantity": ""}],
"comparison_items": [{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "price": "$5.09"},
{"title": "deli Sticky Notes, 12 Pads, 3x3 inches, Colorful Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization, Creative Shape", "asin": "B0CSK4YR6N", "price": "$8.19"},
{"title": "Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad", "asin": "B0DCFQ8DJG", "price": "$5.98"},
{"title": "XQUESTION Sticky Notes, 18 Pads, 3 x 3 inches, Multi-Color, Self-Stick Pads, 56 Sheets/Pad, School Supplies and Office Products(A-18 Pads)", "asin": "B0DJVXDL4T", "price": "$5.99"},
{"title": "(18 Pads) Sticky Notes 3x3 inch, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0D6RPPK9H", "price": "$8.99"},
{"title": "MaxGear 16 Pads Sticky Notes 3x3, 8 Bright Colors Sticky Pad Strong Adhesive Self-Stick Note Pads for School Supplies/Office Products, Reminders Note on Smooth Surface, 60 Sheets/Pad", "asin": "B0CLLKF1GL", "price": "$7.39"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T01:40:56.477Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:07:29.951Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:09:31.002Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:04.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:04.911Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:23:49.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"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\": \"post it notes\"}],\n\"cart_items\": [{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.09\"}],\n\"product_details\": [{\"asin\": \"B0D174CS8J\"},\n{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi\"},\n{\"price\": \"$5.09\"},\n{\"bullet_list\": \"Efficiency in Abundance - Our sticky notes Set includes 12 pads, each with 50 sheets, bringing you a total of 600 sticky notes. These sticky notes are ready to help you stay organized and efficient in every endeavor. Boost Work Efficiency - Elevate your workday with our sticky note pads. Ideal for quick reminders, marking key points, and effortless task organization, these companions bring a touch of creativity to your workplace. Brighten Your Study Journey - Enhance your learning journey with our dynamic sticky notes. Whether it's textbooks, exam prep, or brainstorming ideas, our colorful sticky notes add flair and functionality to your academic pursuits. Life in Color - From jotting down grocery lists to leaving heartfelt reminders, these companions add flair to your daily routine. Organize tasks, express creativity, and infuse positivity into your life, one sticky at a time. Sticky Notes, Big Impact - In the world of practicality, sticky notes play a crucial role as handy reminders, task organizers, and instant notes. From jotting down quick thoughts to keeping crucial details at the forefront, Sticky Notes are the unsung heroes of our daily routines.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"A-soft Pastel\"}],\n\"promotion_items\": [{\"title\": \"16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"(12 Pack) Sticky Notes 3x3 Inches, ZCZN Morandi Color Self-Stick Note Pads, Colorful Sticky Notes Bulk, Easy to Post for Home, Office, School - 60 Sheets/Pad\", \"asin\": \"B0C7FMYZ14\", \"price\": \"$5.79\", \"quantity\": \"\"},\n{\"title\": \"Joyberg 18 Pads Sticky Notes, 3x3\\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad\", \"asin\": \"B0D2HDBKTM\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Mr. Pen- Sticky Notes, 3\\u201dx3\\u201d, 12 Pads, 600 Sheets, Rose Petal Reverie, Sticky Note, Self-Stick Note Pads, Sticky Pads Sticky Notes Aesthetic, Colorful Sticky Notes, Sticky Notes Bulk Sticky Notes\", \"asin\": \"B0CTKY4Q8B\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it Super Sticky 100% Recycled Pop-up Notes, Oasis Collection, 3 in. x 3 in., 70 Sheets, 18 Pads, School Supplies and Office Products\", \"asin\": \"B0DX44ZZRK\", \"price\": \"$24.36\", \"quantity\": \"\"},\n{\"title\": \"Post-it Super Sticky Notes, 3x3 in, 6 Pads/Pack, 90 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink, Sunnyside, Guava and Iris Infusion\", \"asin\": \"B09MWNRSB1\", \"price\": \"$7.80\", \"quantity\": \"\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYBG3N\", \"price\": \"$16.01\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper\", \"asin\": \"B07PMH4TS2\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)\", \"asin\": \"B00006JNNE\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Mr. Pen- Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\\u201dx3\\u201d, 12 Pads\", \"asin\": \"B09ZX93YL3\", \"price\": \"$5.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi\", \"price\": \"$5.09\"},\n{\"title\": \"deli Sticky Notes, 12 Pads, 3x3 inches, Colorful Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization, Creative Shape\", \"asin\": \"B0CSK4YR6N\", \"price\": \"$8.19\"},\n{\"title\": \"Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad\", \"asin\": \"B0DCFQ8DJG\", \"price\": \"$5.98\"},\n{\"title\": \"10 Pads Lined Sticky Notes, Sticky Note Pads 3x3 inches, 10 Bright Color Sticky Notes with Lines Self-Stick Note Pads, Perfect for Office Home School(100 Sheet/Pad)\", \"asin\": \"B0DCG2WBR8\", \"price\": \"$6.49\"},\n{\"title\": \"XQUESTION Sticky Notes, 18 Pads, 3 x 3 inches, Multi-Color, Self-Stick Pads, 56 Sheets/Pad, School Supplies and Office Products(A-18 Pads)\", \"asin\": \"B0DJVXDL4T\", \"price\": \"$5.99\"},\n{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Colorful Self-Stick Note Pads, Easy to Post in Office, Home, School - 12 Pastel Colors\", \"asin\": \"B0D1KQ7TFW\", \"price\": \"$5.99\"}]\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\": \"2025-04-14T01:41:05.492Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T01:40:56.477Z", "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": "post it notes"}],
"cart_items": [{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.09"}],
"product_details": [{"asin": "B0D174CS8J"},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi"},
{"price": "$5.09"},
{"bullet_list": "Efficiency in Abundance - Our sticky notes Set includes 12 pads, each with 50 sheets, bringing you a total of 600 sticky notes. These sticky notes are ready to help you stay organized and efficient in every endeavor. Boost Work Efficiency - Elevate your workday with our sticky note pads. Ideal for quick reminders, marking key points, and effortless task organization, these companions bring a touch of creativity to your workplace. Brighten Your Study Journey - Enhance your learning journey with our dynamic sticky notes. Whether it's textbooks, exam prep, or brainstorming ideas, our colorful sticky notes add flair and functionality to your academic pursuits. Life in Color - From jotting down grocery lists to leaving heartfelt reminders, these companions add flair to your daily routine. Organize tasks, express creativity, and infuse positivity into your life, one sticky at a time. Sticky Notes, Big Impact - In the world of practicality, sticky notes play a crucial role as handy reminders, task organizers, and instant notes. From jotting down quick thoughts to keeping crucial details at the forefront, Sticky Notes are the unsung heroes of our daily routines."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "A-soft Pastel"}],
"promotion_items": [{"title": "16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "(12 Pack) Sticky Notes 3x3 Inches, ZCZN Morandi Color Self-Stick Note Pads, Colorful Sticky Notes Bulk, Easy to Post for Home, Office, School - 60 Sheets/Pad", "asin": "B0C7FMYZ14", "price": "$5.79", "quantity": ""},
{"title": "Joyberg 18 Pads Sticky Notes, 3x3\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad", "asin": "B0D2HDBKTM", "price": "$4.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99", "quantity": ""},
{"title": "Mr. Pen- Sticky Notes, 3\u201dx3\u201d, 12 Pads, 600 Sheets, Rose Petal Reverie, Sticky Note, Self-Stick Note Pads, Sticky Pads Sticky Notes Aesthetic, Colorful Sticky Notes, Sticky Notes Bulk Sticky Notes", "asin": "B0CTKY4Q8B", "price": "$5.99", "quantity": ""},
{"title": "Post-it Super Sticky 100% Recycled Pop-up Notes, Oasis Collection, 3 in. x 3 in., 70 Sheets, 18 Pads, School Supplies and Office Products", "asin": "B0DX44ZZRK", "price": "$24.36", "quantity": ""},
{"title": "Post-it Super Sticky Notes, 3x3 in, 6 Pads/Pack, 90 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink, Sunnyside, Guava and Iris Infusion", "asin": "B09MWNRSB1", "price": "$7.80", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYBG3N", "price": "$16.01", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99", "quantity": ""},
{"title": "Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper", "asin": "B07PMH4TS2", "price": "$6.99", "quantity": ""},
{"title": "Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)", "asin": "B00006JNNE", "price": "$13.99", "quantity": ""},
{"title": "Mr. Pen- Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\u201dx3\u201d, 12 Pads", "asin": "B09ZX93YL3", "price": "$5.99", "quantity": ""}],
"comparison_items": [{"title": "Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi", "price": "$5.09"},
{"title": "deli Sticky Notes, 12 Pads, 3x3 inches, Colorful Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization, Creative Shape", "asin": "B0CSK4YR6N", "price": "$8.19"},
{"title": "Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad", "asin": "B0DCFQ8DJG", "price": "$5.98"},
{"title": "10 Pads Lined Sticky Notes, Sticky Note Pads 3x3 inches, 10 Bright Color Sticky Notes with Lines Self-Stick Note Pads, Perfect for Office Home School(100 Sheet/Pad)", "asin": "B0DCG2WBR8", "price": "$6.49"},
{"title": "XQUESTION Sticky Notes, 18 Pads, 3 x 3 inches, Multi-Color, Self-Stick Pads, 56 Sheets/Pad, School Supplies and Office Products(A-18 Pads)", "asin": "B0DJVXDL4T", "price": "$5.99"},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Colorful Self-Stick Note Pads, Easy to Post in Office, Home, School - 12 Pastel Colors", "asin": "B0D1KQ7TFW", "price": "$5.99"}]
<|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": "2025-04-14T01:41:05.492Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-14T01:41:05.492Z
|
click
|
product_option
|
rule
|
2025-04-14T01:41:05.492Z
|
click
|
product_option
|
train
| 661 |
2025-04-14T01:41:05.492Z
|
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": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T01:40:56.477Z", "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": "post it notes"}],
"cart_items": [{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.09"}],
"product_details": [{"asin": "B0D174CS8J"},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi"},
{"price": "$5.09"},
{"bullet_list": "Efficiency in Abundance - Our sticky notes Set includes 12 pads, each with 50 sheets, bringing you a total of 600 sticky notes. These sticky notes are ready to help you stay organized and efficient in every endeavor. Boost Work Efficiency - Elevate your workday with our sticky note pads. Ideal for quick reminders, marking key points, and effortless task organization, these companions bring a touch of creativity to your workplace. Brighten Your Study Journey - Enhance your learning journey with our dynamic sticky notes. Whether it's textbooks, exam prep, or brainstorming ideas, our colorful sticky notes add flair and functionality to your academic pursuits. Life in Color - From jotting down grocery lists to leaving heartfelt reminders, these companions add flair to your daily routine. Organize tasks, express creativity, and infuse positivity into your life, one sticky at a time. Sticky Notes, Big Impact - In the world of practicality, sticky notes play a crucial role as handy reminders, task organizers, and instant notes. From jotting down quick thoughts to keeping crucial details at the forefront, Sticky Notes are the unsung heroes of our daily routines."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "A-soft Pastel"}],
"promotion_items": [{"title": "16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "(12 Pack) Sticky Notes 3x3 Inches, ZCZN Morandi Color Self-Stick Note Pads, Colorful Sticky Notes Bulk, Easy to Post for Home, Office, School - 60 Sheets/Pad", "asin": "B0C7FMYZ14", "price": "$5.79", "quantity": ""},
{"title": "Joyberg 18 Pads Sticky Notes, 3x3\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad", "asin": "B0D2HDBKTM", "price": "$4.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99", "quantity": ""},
{"title": "Mr. Pen- Sticky Notes, 3\u201dx3\u201d, 12 Pads, 600 Sheets, Rose Petal Reverie, Sticky Note, Self-Stick Note Pads, Sticky Pads Sticky Notes Aesthetic, Colorful Sticky Notes, Sticky Notes Bulk Sticky Notes", "asin": "B0CTKY4Q8B", "price": "$5.99", "quantity": ""},
{"title": "Post-it Super Sticky 100% Recycled Pop-up Notes, Oasis Collection, 3 in. x 3 in., 70 Sheets, 18 Pads, School Supplies and Office Products", "asin": "B0DX44ZZRK", "price": "$24.36", "quantity": ""},
{"title": "Post-it Super Sticky Notes, 3x3 in, 6 Pads/Pack, 90 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink, Sunnyside, Guava and Iris Infusion", "asin": "B09MWNRSB1", "price": "$7.80", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYBG3N", "price": "$16.01", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99", "quantity": ""},
{"title": "Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper", "asin": "B07PMH4TS2", "price": "$6.99", "quantity": ""},
{"title": "Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)", "asin": "B00006JNNE", "price": "$13.99", "quantity": ""},
{"title": "Mr. Pen- Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\u201dx3\u201d, 12 Pads", "asin": "B09ZX93YL3", "price": "$5.99", "quantity": ""}],
"comparison_items": [{"title": "Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi", "price": "$5.09"},
{"title": "deli Sticky Notes, 12 Pads, 3x3 inches, Colorful Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization, Creative Shape", "asin": "B0CSK4YR6N", "price": "$8.19"},
{"title": "Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad", "asin": "B0DCFQ8DJG", "price": "$5.98"},
{"title": "10 Pads Lined Sticky Notes, Sticky Note Pads 3x3 inches, 10 Bright Color Sticky Notes with Lines Self-Stick Note Pads, Perfect for Office Home School(100 Sheet/Pad)", "asin": "B0DCG2WBR8", "price": "$6.49"},
{"title": "XQUESTION Sticky Notes, 18 Pads, 3 x 3 inches, Multi-Color, Self-Stick Pads, 56 Sheets/Pad, School Supplies and Office Products(A-18 Pads)", "asin": "B0DJVXDL4T", "price": "$5.99"},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Colorful Self-Stick Note Pads, Easy to Post in Office, Home, School - 12 Pastel Colors", "asin": "B0D1KQ7TFW", "price": "$5.99"}]
<|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": "2025-04-14T01:41:05.492Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:07:29.951Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:09:31.002Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:04.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:04.911Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:23:49.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"post it notes\"}],\n\"cart_items\": [{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.09\"}],\n\"product_details\": [{\"asin\": \"B0CMGJ6FRB\"},\n{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\"},\n{\"price\": \"$5.09\"},\n{\"bullet_list\": \"Colorful Efficiency in Abundance - Our sticky notes Set includes 12 pads, each with 50 sheets, bringing you a total of 600 vibrant and versatile notes. These vibrant and versatile sticky notes are ready to help you stay organized and efficient in every endeavor. Boost Work Efficiency - Elevate your workday with our vibrant sticky note pads. Ideal for quick reminders, marking key points, and effortless task organization, these colorful companions bring a touch of creativity to your workplace Brighten Your Study Journey - Enhance your learning journey with our dynamic sticky notes. Whether it's textbooks, exam prep, or brainstorming ideas, our colorful sticky notes add flair and functionality to your academic pursuits. Life in Color - From jotting down grocery lists to leaving heartfelt reminders, these colorful companions add flair to your daily routine. Organize tasks, express creativity, and infuse positivity into your life, one sticky at a time. Small Notes, Big Impact - In the world of practicality, sticky notes play a crucial role as handy reminders, task organizers, and instant notes. From jotting down quick thoughts to keeping crucial details at the forefront, Sticky Notes are the unsung heroes of our daily routines.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"A-soft Pastel\"}],\n\"promotion_items\": [{\"title\": \"Joyberg 18 Pads Sticky Notes, 3x3\\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad\", \"asin\": \"B0D2HDBKTM\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"10 Pads Lined Sticky Notes, Sticky Note Pads 3x3 inches, 10 Bright Color Sticky Notes with Lines Self-Stick Note Pads, Perfect for Office Home School(100 Sheet/Pad)\", \"asin\": \"B0DCG2WBR8\", \"price\": \"$6.49\", \"quantity\": \"\"},\n{\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n{\"title\": \"GOTIDEAL Sticky Notes, 8 Pads, 3x3 inches Stick Notes, 800 Sheets Pastel Colors Self-Stick Note Pads, Easy to Post for Home, Office Supplies, Study Notebook, 100 Sheets/pad\", \"asin\": \"B0D1471NMQ\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"(12 Pack) Sticky Notes 3x3 Inches, ZCZN Morandi Color Self-Stick Note Pads, Colorful Sticky Notes Bulk, Easy to Post for Home, Office, School - 60 Sheets/Pad\", \"asin\": \"B0C7FMYZ14\", \"price\": \"$5.79\", \"quantity\": \"\"},\n{\"title\": \"16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"HappyHapi Sticky Notes 3x3 Inches Bulk 28 Pack 2800 Sheets Colored Self-Stick Pads, 100 Sheets/Pad, 4 Bright Colors (Yellow, Green, Pink, Blue) for Office Supplies, School, Home\", \"asin\": \"B07K6FS8S4\", \"price\": \"$14.34\", \"quantity\": \"\"},\n{\"title\": \"(24 Pack) Sticky Notes 3x3 in Post Bright Stickies Colorful Super Sticking Power Memo Pads, Strong Adhesive, 74 Sheets/pad\", \"asin\": \"B07VRYX57R\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"umikk 50 Pads Mini Sticky Notes 1.5X 2 inch, Small Self-Stick Note, Bulk Tiny Pads for Office, School, Home, 100 Sheets/Pad, 4 Pastel Colors, Pink, Yellow, Green, Blue\", \"asin\": \"B07PHS9SX3\", \"price\": \"$12.74\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 in (12 Pads) Bright Colored Super Self Sticky Pads - 100 Sheets/Pa...\", \"asin\": \"B07DMZVC5M\", \"price\": \"$12.15\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes Set, Post Self-Stick Notes Pads for Journaling Notebook Planner Study, Office Supplies College Essentials Back to School Supplies for High School Students Teen Girl Gifts Preppy Stuff\", \"asin\": \"B07H934WK4\", \"price\": \"$5.39\", \"quantity\": \"\"},\n{\"title\": \"9 Pack Lined Sticky Notes 4X6 in Post Sticky Notes with Lines, Large Ruled Bright C...\", \"asin\": \"B0CKZFM5R1\", \"price\": \"$7.73\", \"quantity\": \"\"},\n{\"title\": \"800 Sheets Transparent Sticky Notes, 3x3 Inch 14 Pads Self-Adhesive Translucent Clear See Through Post Sticky Notes for Planner Office School College Teacher Student Supplies 6 Bright Color\", \"asin\": \"B09Z6NVJV1\", \"price\": \"$6.71\", \"quantity\": \"\"},\n{\"title\": \"Post-it Super Sticky 100% Recycled Pop-up Notes, Oasis Collection, 3 in. x 3 in., 70 Sheets, 18 Pads, School Supplies and Office Products\", \"asin\": \"B0DX44ZZRK\", \"price\": \"$24.36\", \"quantity\": \"\"},\n{\"title\": \"Post-it Super Sticky Notes, 3x3 in, 6 Pads/Pack, 90 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink, Sunnyside, Guava and Iris Infusion\", \"asin\": \"B09MWNRSB1\", \"price\": \"$7.80\", \"quantity\": \"\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYBG3N\", \"price\": \"$16.01\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper\", \"asin\": \"B07PMH4TS2\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)\", \"asin\": \"B00006JNNE\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Mr. Pen- Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\\u201dx3\\u201d, 12 Pads\", \"asin\": \"B09ZX93YL3\", \"price\": \"$5.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"price\": \"$5.09\"},\n{\"title\": \"deli Sticky Notes, 12 Pads, 3x3 inches, Colorful Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization, Creative Shape\", \"asin\": \"B0CSK4YR6N\", \"price\": \"$8.19\"},\n{\"title\": \"Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad\", \"asin\": \"B0DCFQ8DJG\", \"price\": \"$5.98\"},\n{\"title\": \"XQUESTION Sticky Notes, 18 Pads, 3 x 3 inches, Multi-Color, Self-Stick Pads, 56 Sheets/Pad, School Supplies and Office Products(A-18 Pads)\", \"asin\": \"B0DJVXDL4T\", \"price\": \"$5.99\"},\n{\"title\": \"(18 Pads) Sticky Notes 3x3 inch, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D6RPPK9H\", \"price\": \"$8.99\"},\n{\"title\": \"MaxGear 16 Pads Sticky Notes 3x3, 8 Bright Colors Sticky Pad Strong Adhesive Self-Stick Note Pads for School Supplies/Office Products, Reminders Note on Smooth Surface, 60 Sheets/Pad\", \"asin\": \"B0CLLKF1GL\", \"price\": \"$7.39\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T01:41:23.020Z\", // 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "post it notes"}],
"cart_items": [{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.09"}],
"product_details": [{"asin": "B0CMGJ6FRB"},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel"},
{"price": "$5.09"},
{"bullet_list": "Colorful Efficiency in Abundance - Our sticky notes Set includes 12 pads, each with 50 sheets, bringing you a total of 600 vibrant and versatile notes. These vibrant and versatile sticky notes are ready to help you stay organized and efficient in every endeavor. Boost Work Efficiency - Elevate your workday with our vibrant sticky note pads. Ideal for quick reminders, marking key points, and effortless task organization, these colorful companions bring a touch of creativity to your workplace Brighten Your Study Journey - Enhance your learning journey with our dynamic sticky notes. Whether it's textbooks, exam prep, or brainstorming ideas, our colorful sticky notes add flair and functionality to your academic pursuits. Life in Color - From jotting down grocery lists to leaving heartfelt reminders, these colorful companions add flair to your daily routine. Organize tasks, express creativity, and infuse positivity into your life, one sticky at a time. Small Notes, Big Impact - In the world of practicality, sticky notes play a crucial role as handy reminders, task organizers, and instant notes. From jotting down quick thoughts to keeping crucial details at the forefront, Sticky Notes are the unsung heroes of our daily routines."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Color": "A-soft Pastel"}],
"promotion_items": [{"title": "Joyberg 18 Pads Sticky Notes, 3x3\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad", "asin": "B0D2HDBKTM", "price": "$4.99", "quantity": ""},
{"title": "10 Pads Lined Sticky Notes, Sticky Note Pads 3x3 inches, 10 Bright Color Sticky Notes with Lines Self-Stick Note Pads, Perfect for Office Home School(100 Sheet/Pad)", "asin": "B0DCG2WBR8", "price": "$6.49", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "GOTIDEAL Sticky Notes, 8 Pads, 3x3 inches Stick Notes, 800 Sheets Pastel Colors Self-Stick Note Pads, Easy to Post for Home, Office Supplies, Study Notebook, 100 Sheets/pad", "asin": "B0D1471NMQ", "price": "$4.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "(12 Pack) Sticky Notes 3x3 Inches, ZCZN Morandi Color Self-Stick Note Pads, Colorful Sticky Notes Bulk, Easy to Post for Home, Office, School - 60 Sheets/Pad", "asin": "B0C7FMYZ14", "price": "$5.79", "quantity": ""},
{"title": "16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "HappyHapi Sticky Notes 3x3 Inches Bulk 28 Pack 2800 Sheets Colored Self-Stick Pads, 100 Sheets/Pad, 4 Bright Colors (Yellow, Green, Pink, Blue) for Office Supplies, School, Home", "asin": "B07K6FS8S4", "price": "$14.34", "quantity": ""},
{"title": "(24 Pack) Sticky Notes 3x3 in Post Bright Stickies Colorful Super Sticking Power Memo Pads, Strong Adhesive, 74 Sheets/pad", "asin": "B07VRYX57R", "price": "$14.99", "quantity": ""},
{"title": "umikk 50 Pads Mini Sticky Notes 1.5X 2 inch, Small Self-Stick Note, Bulk Tiny Pads for Office, School, Home, 100 Sheets/Pad, 4 Pastel Colors, Pink, Yellow, Green, Blue", "asin": "B07PHS9SX3", "price": "$12.74", "quantity": ""},
{"title": "Sticky Notes 3x3 in (12 Pads) Bright Colored Super Self Sticky Pads - 100 Sheets/Pa...", "asin": "B07DMZVC5M", "price": "$12.15", "quantity": ""},
{"title": "Sticky Notes Set, Post Self-Stick Notes Pads for Journaling Notebook Planner Study, Office Supplies College Essentials Back to School Supplies for High School Students Teen Girl Gifts Preppy Stuff", "asin": "B07H934WK4", "price": "$5.39", "quantity": ""},
{"title": "9 Pack Lined Sticky Notes 4X6 in Post Sticky Notes with Lines, Large Ruled Bright C...", "asin": "B0CKZFM5R1", "price": "$7.73", "quantity": ""},
{"title": "800 Sheets Transparent Sticky Notes, 3x3 Inch 14 Pads Self-Adhesive Translucent Clear See Through Post Sticky Notes for Planner Office School College Teacher Student Supplies 6 Bright Color", "asin": "B09Z6NVJV1", "price": "$6.71", "quantity": ""},
{"title": "Post-it Super Sticky 100% Recycled Pop-up Notes, Oasis Collection, 3 in. x 3 in., 70 Sheets, 18 Pads, School Supplies and Office Products", "asin": "B0DX44ZZRK", "price": "$24.36", "quantity": ""},
{"title": "Post-it Super Sticky Notes, 3x3 in, 6 Pads/Pack, 90 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink, Sunnyside, Guava and Iris Infusion", "asin": "B09MWNRSB1", "price": "$7.80", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYBG3N", "price": "$16.01", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99", "quantity": ""},
{"title": "Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper", "asin": "B07PMH4TS2", "price": "$6.99", "quantity": ""},
{"title": "Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)", "asin": "B00006JNNE", "price": "$13.99", "quantity": ""},
{"title": "Mr. Pen- Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\u201dx3\u201d, 12 Pads", "asin": "B09ZX93YL3", "price": "$5.99", "quantity": ""}],
"comparison_items": [{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "price": "$5.09"},
{"title": "deli Sticky Notes, 12 Pads, 3x3 inches, Colorful Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization, Creative Shape", "asin": "B0CSK4YR6N", "price": "$8.19"},
{"title": "Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad", "asin": "B0DCFQ8DJG", "price": "$5.98"},
{"title": "XQUESTION Sticky Notes, 18 Pads, 3 x 3 inches, Multi-Color, Self-Stick Pads, 56 Sheets/Pad, School Supplies and Office Products(A-18 Pads)", "asin": "B0DJVXDL4T", "price": "$5.99"},
{"title": "(18 Pads) Sticky Notes 3x3 inch, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0D6RPPK9H", "price": "$8.99"},
{"title": "MaxGear 16 Pads Sticky Notes 3x3, 8 Bright Colors Sticky Pad Strong Adhesive Self-Stick Note Pads for School Supplies/Office Products, Reminders Note on Smooth Surface, 60 Sheets/Pad", "asin": "B0CLLKF1GL", "price": "$7.39"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T01:41:23.020Z", // 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>
|
2025-04-14T01:41:23.020Z
|
click
|
nav_bar
|
rule
|
2025-04-14T01:41:23.020Z
|
click
|
nav_bar
|
train
| 662 |
2025-04-14T01:41:23.020Z
|
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": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "post it notes"}],
"cart_items": [{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.09"}],
"product_details": [{"asin": "B0CMGJ6FRB"},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel"},
{"price": "$5.09"},
{"bullet_list": "Colorful Efficiency in Abundance - Our sticky notes Set includes 12 pads, each with 50 sheets, bringing you a total of 600 vibrant and versatile notes. These vibrant and versatile sticky notes are ready to help you stay organized and efficient in every endeavor. Boost Work Efficiency - Elevate your workday with our vibrant sticky note pads. Ideal for quick reminders, marking key points, and effortless task organization, these colorful companions bring a touch of creativity to your workplace Brighten Your Study Journey - Enhance your learning journey with our dynamic sticky notes. Whether it's textbooks, exam prep, or brainstorming ideas, our colorful sticky notes add flair and functionality to your academic pursuits. Life in Color - From jotting down grocery lists to leaving heartfelt reminders, these colorful companions add flair to your daily routine. Organize tasks, express creativity, and infuse positivity into your life, one sticky at a time. Small Notes, Big Impact - In the world of practicality, sticky notes play a crucial role as handy reminders, task organizers, and instant notes. From jotting down quick thoughts to keeping crucial details at the forefront, Sticky Notes are the unsung heroes of our daily routines."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Color": "A-soft Pastel"}],
"promotion_items": [{"title": "Joyberg 18 Pads Sticky Notes, 3x3\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad", "asin": "B0D2HDBKTM", "price": "$4.99", "quantity": ""},
{"title": "10 Pads Lined Sticky Notes, Sticky Note Pads 3x3 inches, 10 Bright Color Sticky Notes with Lines Self-Stick Note Pads, Perfect for Office Home School(100 Sheet/Pad)", "asin": "B0DCG2WBR8", "price": "$6.49", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "GOTIDEAL Sticky Notes, 8 Pads, 3x3 inches Stick Notes, 800 Sheets Pastel Colors Self-Stick Note Pads, Easy to Post for Home, Office Supplies, Study Notebook, 100 Sheets/pad", "asin": "B0D1471NMQ", "price": "$4.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "(12 Pack) Sticky Notes 3x3 Inches, ZCZN Morandi Color Self-Stick Note Pads, Colorful Sticky Notes Bulk, Easy to Post for Home, Office, School - 60 Sheets/Pad", "asin": "B0C7FMYZ14", "price": "$5.79", "quantity": ""},
{"title": "16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "HappyHapi Sticky Notes 3x3 Inches Bulk 28 Pack 2800 Sheets Colored Self-Stick Pads, 100 Sheets/Pad, 4 Bright Colors (Yellow, Green, Pink, Blue) for Office Supplies, School, Home", "asin": "B07K6FS8S4", "price": "$14.34", "quantity": ""},
{"title": "(24 Pack) Sticky Notes 3x3 in Post Bright Stickies Colorful Super Sticking Power Memo Pads, Strong Adhesive, 74 Sheets/pad", "asin": "B07VRYX57R", "price": "$14.99", "quantity": ""},
{"title": "umikk 50 Pads Mini Sticky Notes 1.5X 2 inch, Small Self-Stick Note, Bulk Tiny Pads for Office, School, Home, 100 Sheets/Pad, 4 Pastel Colors, Pink, Yellow, Green, Blue", "asin": "B07PHS9SX3", "price": "$12.74", "quantity": ""},
{"title": "Sticky Notes 3x3 in (12 Pads) Bright Colored Super Self Sticky Pads - 100 Sheets/Pa...", "asin": "B07DMZVC5M", "price": "$12.15", "quantity": ""},
{"title": "Sticky Notes Set, Post Self-Stick Notes Pads for Journaling Notebook Planner Study, Office Supplies College Essentials Back to School Supplies for High School Students Teen Girl Gifts Preppy Stuff", "asin": "B07H934WK4", "price": "$5.39", "quantity": ""},
{"title": "9 Pack Lined Sticky Notes 4X6 in Post Sticky Notes with Lines, Large Ruled Bright C...", "asin": "B0CKZFM5R1", "price": "$7.73", "quantity": ""},
{"title": "800 Sheets Transparent Sticky Notes, 3x3 Inch 14 Pads Self-Adhesive Translucent Clear See Through Post Sticky Notes for Planner Office School College Teacher Student Supplies 6 Bright Color", "asin": "B09Z6NVJV1", "price": "$6.71", "quantity": ""},
{"title": "Post-it Super Sticky 100% Recycled Pop-up Notes, Oasis Collection, 3 in. x 3 in., 70 Sheets, 18 Pads, School Supplies and Office Products", "asin": "B0DX44ZZRK", "price": "$24.36", "quantity": ""},
{"title": "Post-it Super Sticky Notes, 3x3 in, 6 Pads/Pack, 90 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink, Sunnyside, Guava and Iris Infusion", "asin": "B09MWNRSB1", "price": "$7.80", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYBG3N", "price": "$16.01", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99", "quantity": ""},
{"title": "Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper", "asin": "B07PMH4TS2", "price": "$6.99", "quantity": ""},
{"title": "Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)", "asin": "B00006JNNE", "price": "$13.99", "quantity": ""},
{"title": "Mr. Pen- Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\u201dx3\u201d, 12 Pads", "asin": "B09ZX93YL3", "price": "$5.99", "quantity": ""}],
"comparison_items": [{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "price": "$5.09"},
{"title": "deli Sticky Notes, 12 Pads, 3x3 inches, Colorful Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization, Creative Shape", "asin": "B0CSK4YR6N", "price": "$8.19"},
{"title": "Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad", "asin": "B0DCFQ8DJG", "price": "$5.98"},
{"title": "XQUESTION Sticky Notes, 18 Pads, 3 x 3 inches, Multi-Color, Self-Stick Pads, 56 Sheets/Pad, School Supplies and Office Products(A-18 Pads)", "asin": "B0DJVXDL4T", "price": "$5.99"},
{"title": "(18 Pads) Sticky Notes 3x3 inch, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0D6RPPK9H", "price": "$8.99"},
{"title": "MaxGear 16 Pads Sticky Notes 3x3, 8 Bright Colors Sticky Pad Strong Adhesive Self-Stick Note Pads for School Supplies/Office Products, Reminders Note on Smooth Surface, 60 Sheets/Pad", "asin": "B0CLLKF1GL", "price": "$7.39"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T01:41:23.020Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:24.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:25.115Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:07:29.951Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:09:31.002Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:04.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:04.911Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:23:49.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"Post-it Super Sticky Notes, 24 Sticky Note Pads, 3 x 3 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection\", \"asin\": \"B01D8F5FKS\", \"price\": \"$18.29\", \"quantity\": \"\"},\n{\"title\": \"BIC Round Stic Xtra Life Ballpoint Pens, Medium Point (1.0mm), Blue, Flexible Round Barrel For Writing Comfort, 60-Count\", \"asin\": \"B001Q4HUNO\", \"price\": \"$6.74\", \"quantity\": \"\"},\n{\"title\": \"HQCME 9 Pack Lined Sticky Notes 4X6 in Post, 9 Pastel Colors Large Ruled Post Sticky Colorful Super Sticking Power Memo Pads Strong Adhesive, Sticky Notes with Lines Office, Home, 35 Sheets/pad\", \"asin\": \"/promo/A5YSHA9QV1JDP\", \"price\": \"$7.79\", \"quantity\": \"\"},\n{\"title\": \"(50 Pads) Sticky Notes 1.5x2, 10 Colors Self Sticky Notes, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D5QCDK9H\", \"price\": \"$8.09\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 1.5x2 Inches, Bright Colors Self-Stick Pads, 24 Pack, 75 Sheets/Pad,1800 Sheets\", \"asin\": \"B082VSDZRL\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"(24 Pads) Sticky Notes 1.5x2 in, 8 Colors Post Self Sticky Notes Pad Its, Bright Post Stickies Colorful Sticky Notes for Office, Home, School, Meeting, 75 Sheets/pad\", \"asin\": \"B09TDN6CR3\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Lined Sticky Notes 4X6 in Bright Ruled Post Stickies Colorful Super Sticking Power Memo Pads, 45 Sheets/pad, 6 Pads/Pack\", \"asin\": \"B082VSB7L5\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"BIC(R) Wite-Out(R) Correction Tape, 471 3/5in., Pack Of 10, BICWOTAP10\", \"asin\": \"B002MGJZRE\", \"price\": \"$15.07\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Multipurpose Copy Printer Paper, 8.5\\\" x 11\\\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White\", \"asin\": \"B07K8WHH5J\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count\", \"asin\": \"B00006IFHD\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 1/3-Cut Tab, Assorted Positions File Folders, Letter Size, Manila - Pack of 100\", \"asin\": \"B01LYHE49W\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"BIC Round Stic Xtra Life Black Ballpoint Pens, Medium Point Pens (1.0mm), 60-Count Pack of Bulk Pens, Flexible Round Barrel for Writing Comfort, No. 1 Selling Ballpoint Pens\", \"asin\": \"B0012YVGOW\", \"price\": \"$6.74\", \"quantity\": \"\"},\n{\"title\": \"BIC Brite Liner Highlighters, Chisel Tip, 5-Count Pack of Highlighters Assorted Colors, Ideal Highlighter Set for Organizing and Coloring\", \"asin\": \"B000Q5ZGIA\", \"price\": \"$2.17\", \"quantity\": \"\"},\n{\"title\": \"BIC Round Stic Xtra Life Black Ballpoint Pens, Medium Point Pens (1.0mm), 144-Count Pack of Bulk Pens, Flexible Round Barrel for Writing Comfort, No. 1 Selling Ballpoint Pens\", \"asin\": \"B06WGMTMVM\", \"price\": \"$15.79\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items FREE Returns\", \"selected\": true, \"options\": [{\"Color\": \"A-soft Pastel\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T01:41:27.655Z\", // 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "Post-it Super Sticky Notes, 24 Sticky Note Pads, 3 x 3 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection", "asin": "B01D8F5FKS", "price": "$18.29", "quantity": ""},
{"title": "BIC Round Stic Xtra Life Ballpoint Pens, Medium Point (1.0mm), Blue, Flexible Round Barrel For Writing Comfort, 60-Count", "asin": "B001Q4HUNO", "price": "$6.74", "quantity": ""},
{"title": "HQCME 9 Pack Lined Sticky Notes 4X6 in Post, 9 Pastel Colors Large Ruled Post Sticky Colorful Super Sticking Power Memo Pads Strong Adhesive, Sticky Notes with Lines Office, Home, 35 Sheets/pad", "asin": "/promo/A5YSHA9QV1JDP", "price": "$7.79", "quantity": ""},
{"title": "(50 Pads) Sticky Notes 1.5x2, 10 Colors Self Sticky Notes, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0D5QCDK9H", "price": "$8.09", "quantity": ""},
{"title": "Sticky Notes 1.5x2 Inches, Bright Colors Self-Stick Pads, 24 Pack, 75 Sheets/Pad,1800 Sheets", "asin": "B082VSDZRL", "price": "$9.99", "quantity": ""},
{"title": "(24 Pads) Sticky Notes 1.5x2 in, 8 Colors Post Self Sticky Notes Pad Its, Bright Post Stickies Colorful Sticky Notes for Office, Home, School, Meeting, 75 Sheets/pad", "asin": "B09TDN6CR3", "price": "$7.99", "quantity": ""},
{"title": "Lined Sticky Notes 4X6 in Bright Ruled Post Stickies Colorful Super Sticking Power Memo Pads, 45 Sheets/pad, 6 Pads/Pack", "asin": "B082VSB7L5", "price": "$7.99", "quantity": ""},
{"title": "BIC(R) Wite-Out(R) Correction Tape, 471 3/5in., Pack Of 10, BICWOTAP10", "asin": "B002MGJZRE", "price": "$15.07", "quantity": ""},
{"title": "Amazon Basics Multipurpose Copy Printer Paper, 8.5\" x 11\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White", "asin": "B07K8WHH5J", "price": "$43.99", "quantity": ""},
{"title": "Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count", "asin": "B00006IFHD", "price": "$9.98", "quantity": ""},
{"title": "Amazon Basics 1/3-Cut Tab, Assorted Positions File Folders, Letter Size, Manila - Pack of 100", "asin": "B01LYHE49W", "price": "$15.99", "quantity": ""},
{"title": "BIC Round Stic Xtra Life Black Ballpoint Pens, Medium Point Pens (1.0mm), 60-Count Pack of Bulk Pens, Flexible Round Barrel for Writing Comfort, No. 1 Selling Ballpoint Pens", "asin": "B0012YVGOW", "price": "$6.74", "quantity": ""},
{"title": "BIC Brite Liner Highlighters, Chisel Tip, 5-Count Pack of Highlighters Assorted Colors, Ideal Highlighter Set for Organizing and Coloring", "asin": "B000Q5ZGIA", "price": "$2.17", "quantity": ""},
{"title": "BIC Round Stic Xtra Life Black Ballpoint Pens, Medium Point Pens (1.0mm), 144-Count Pack of Bulk Pens, Flexible Round Barrel for Writing Comfort, No. 1 Selling Ballpoint Pens", "asin": "B06WGMTMVM", "price": "$15.79", "quantity": ""}],
"active_items": [{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items FREE Returns", "selected": true, "options": [{"Color": "A-soft Pastel"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T01:41:27.655Z", // 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>
|
2025-04-14T01:41:27.655Z
|
purchase
|
B0CMGJ6FRB
|
rule
|
2025-04-14T01:41:27.655Z
|
purchase
|
B0CMGJ6FRB
|
train
| 663 |
2025-04-14T01:41:27.655Z
|
purchase
|
B0CMGJ6FRB
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:24.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:25.115Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:07:29.951Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:09:31.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "Post-it Super Sticky Notes, 24 Sticky Note Pads, 3 x 3 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection", "asin": "B01D8F5FKS", "price": "$18.29", "quantity": ""},
{"title": "BIC Round Stic Xtra Life Ballpoint Pens, Medium Point (1.0mm), Blue, Flexible Round Barrel For Writing Comfort, 60-Count", "asin": "B001Q4HUNO", "price": "$6.74", "quantity": ""},
{"title": "HQCME 9 Pack Lined Sticky Notes 4X6 in Post, 9 Pastel Colors Large Ruled Post Sticky Colorful Super Sticking Power Memo Pads Strong Adhesive, Sticky Notes with Lines Office, Home, 35 Sheets/pad", "asin": "/promo/A5YSHA9QV1JDP", "price": "$7.79", "quantity": ""},
{"title": "(50 Pads) Sticky Notes 1.5x2, 10 Colors Self Sticky Notes, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0D5QCDK9H", "price": "$8.09", "quantity": ""},
{"title": "Sticky Notes 1.5x2 Inches, Bright Colors Self-Stick Pads, 24 Pack, 75 Sheets/Pad,1800 Sheets", "asin": "B082VSDZRL", "price": "$9.99", "quantity": ""},
{"title": "(24 Pads) Sticky Notes 1.5x2 in, 8 Colors Post Self Sticky Notes Pad Its, Bright Post Stickies Colorful Sticky Notes for Office, Home, School, Meeting, 75 Sheets/pad", "asin": "B09TDN6CR3", "price": "$7.99", "quantity": ""},
{"title": "Lined Sticky Notes 4X6 in Bright Ruled Post Stickies Colorful Super Sticking Power Memo Pads, 45 Sheets/pad, 6 Pads/Pack", "asin": "B082VSB7L5", "price": "$7.99", "quantity": ""},
{"title": "BIC(R) Wite-Out(R) Correction Tape, 471 3/5in., Pack Of 10, BICWOTAP10", "asin": "B002MGJZRE", "price": "$15.07", "quantity": ""},
{"title": "Amazon Basics Multipurpose Copy Printer Paper, 8.5\" x 11\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White", "asin": "B07K8WHH5J", "price": "$43.99", "quantity": ""},
{"title": "Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count", "asin": "B00006IFHD", "price": "$9.98", "quantity": ""},
{"title": "Amazon Basics 1/3-Cut Tab, Assorted Positions File Folders, Letter Size, Manila - Pack of 100", "asin": "B01LYHE49W", "price": "$15.99", "quantity": ""},
{"title": "BIC Round Stic Xtra Life Black Ballpoint Pens, Medium Point Pens (1.0mm), 60-Count Pack of Bulk Pens, Flexible Round Barrel for Writing Comfort, No. 1 Selling Ballpoint Pens", "asin": "B0012YVGOW", "price": "$6.74", "quantity": ""},
{"title": "BIC Brite Liner Highlighters, Chisel Tip, 5-Count Pack of Highlighters Assorted Colors, Ideal Highlighter Set for Organizing and Coloring", "asin": "B000Q5ZGIA", "price": "$2.17", "quantity": ""},
{"title": "BIC Round Stic Xtra Life Black Ballpoint Pens, Medium Point Pens (1.0mm), 144-Count Pack of Bulk Pens, Flexible Round Barrel for Writing Comfort, No. 1 Selling Ballpoint Pens", "asin": "B06WGMTMVM", "price": "$15.79", "quantity": ""}],
"active_items": [{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items FREE Returns", "selected": true, "options": [{"Color": "A-soft Pastel"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T01:41:27.655Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:04.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:04.911Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:23:49.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n<|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\": \"sticky notes\"}],\n\"product_details\": [{\"asin\": \"B0CY1YZQS7\"},\n{\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\"},\n{\"price\": \"$5.99\"},\n{\"bullet_list\": \"800 Sheets Sticky Notes: Our sticky notes 3x3 inches, includes 8 pads sticky note, 100 sheets / pad, total 800 sheets, enough for you to use at school, office, home 8 Color Sticky Note Pads: Our sticky pads come in 8 colors, light blue, light yellow, light pink, light green, morandi green, morandi pink, morandi purple, morandi blue, can help you easily sort by color to-dos, notes, and more Premium Thickened Paper: Our 3x3 sticky notes are made of premium and sturdy 80gsm paper, thickened paper, does not leak ink, shred and curl Strong Adhesive: Self-stick note pads, make sure the sticky notes remain in place and can be re-pasted as well, make it easy to leave messages on walls, blackboard, mirrors, computer, and other surfaces Satisfaction Guaranteed: We are very confident in our sticky notes, please contact us if any issue with our products\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi\", \"asin\": \"B0D174CS8J\", \"price\": \"$5.09\", \"quantity\": \"\"},\n{\"title\": \"16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Winner Aura Sticky Notes 3x3 inch Bright Colors Self-Stick Pads 6 Pack 600 Sheets\", \"asin\": \"B07V1QY7DV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad\", \"asin\": \"B0BZVQ6VYZ\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"GOTIDEAL Sticky Notes, 8 Pads, 3x3 inches Stick Notes, 800 Sheets Pastel Colors Self-Stick Note Pads, Easy to Post for Home, Office Supplies, Study Notebook, 100 Sheets/pad\", \"asin\": \"B0D1471NMQ\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Joyberg 18 Pads Sticky Notes, 3x3\\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad\", \"asin\": \"B0D2HDBKTM\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"QILIMA Sticky Notes 3\\u201dx3\\u201d12 Pads, Pastel Colors Sticky Notes, Sticky Note, Self-Stick Note Pads, Sticky Pads Sticky Notes Aesthetic, Colorful Sticky Notes, Sticky Notes Bulk Sticky Notes\", \"asin\": \"B0DLGKH5P5\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.66\", \"quantity\": \"\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"B0BPJTRF4Y\", \"price\": \"$15.73\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad\", \"asin\": \"B07WQ1VZKW\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi\", \"asin\": \"B0D174CS8J\", \"price\": \"$5.09\", \"quantity\": \"\"},\n{\"title\": \"Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)\", \"asin\": \"B00006JNNE\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"4x6 Inch Lined Sticky Notes, 8 Pack, Light Colors, Premium Self-Adhesive Notepads, Large Sticky Pads for Office, School & Home Use, Easy to Use, Reusable & Removable\", \"asin\": \"B0DK1Q6Y64\", \"price\": \"$7.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\"},\n{\"title\": \"Sticky Notes 3x3inch, 8 Pads Self-Stick Notes, 8 Pastel Multi Colors with Gray Note Pads, Suitable for School, Home, Office,80 Sheet/Pad\", \"asin\": \"B0DG8YXGHG\", \"price\": \"$6.99\"},\n{\"title\": \"EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad\", \"asin\": \"B0BZVQ6VYZ\", \"price\": \"$4.99\"},\n{\"title\": \"Highland Sticky Notes, 3 x 3 Inches, Yellow, Set of 24 (6549-24)\", \"asin\": \"B0018191SM\", \"price\": \"$12.87\"},\n{\"title\": \"Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad\", \"asin\": \"B0DCFQ8DJG\", \"price\": \"$5.98\"},\n{\"title\": \"Mr. Pen- Sticky Notes, 3\\\"x3\\\", 24 Pads, Pastel Colors, Self-Stick Pads, Aesthetic, Colorful, Bulk\", \"asin\": \"B0CSWV8RJW\", \"price\": \"$7.99\"}]\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\": \"2025-04-14T01:42:10.423Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
<|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": "sticky notes"}],
"product_details": [{"asin": "B0CY1YZQS7"},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad"},
{"price": "$5.99"},
{"bullet_list": "800 Sheets Sticky Notes: Our sticky notes 3x3 inches, includes 8 pads sticky note, 100 sheets / pad, total 800 sheets, enough for you to use at school, office, home 8 Color Sticky Note Pads: Our sticky pads come in 8 colors, light blue, light yellow, light pink, light green, morandi green, morandi pink, morandi purple, morandi blue, can help you easily sort by color to-dos, notes, and more Premium Thickened Paper: Our 3x3 sticky notes are made of premium and sturdy 80gsm paper, thickened paper, does not leak ink, shred and curl Strong Adhesive: Self-stick note pads, make sure the sticky notes remain in place and can be re-pasted as well, make it easy to leave messages on walls, blackboard, mirrors, computer, and other surfaces Satisfaction Guaranteed: We are very confident in our sticky notes, please contact us if any issue with our products"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"promotion_items": [{"title": "Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi", "asin": "B0D174CS8J", "price": "$5.09", "quantity": ""},
{"title": "16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "Winner Aura Sticky Notes 3x3 inch Bright Colors Self-Stick Pads 6 Pack 600 Sheets", "asin": "B07V1QY7DV", "price": "$6.99", "quantity": ""},
{"title": "EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad", "asin": "B0BZVQ6VYZ", "price": "$4.99", "quantity": ""},
{"title": "GOTIDEAL Sticky Notes, 8 Pads, 3x3 inches Stick Notes, 800 Sheets Pastel Colors Self-Stick Note Pads, Easy to Post for Home, Office Supplies, Study Notebook, 100 Sheets/pad", "asin": "B0D1471NMQ", "price": "$4.99", "quantity": ""},
{"title": "Joyberg 18 Pads Sticky Notes, 3x3\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad", "asin": "B0D2HDBKTM", "price": "$4.99", "quantity": ""},
{"title": "QILIMA Sticky Notes 3\u201dx3\u201d12 Pads, Pastel Colors Sticky Notes, Sticky Note, Self-Stick Note Pads, Sticky Pads Sticky Notes Aesthetic, Colorful Sticky Notes, Sticky Notes Bulk Sticky Notes", "asin": "B0DLGKH5P5", "price": "$11.99", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.66", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJTRF4Y", "price": "$15.73", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad", "asin": "B07WQ1VZKW", "price": "$8.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi", "asin": "B0D174CS8J", "price": "$5.09", "quantity": ""},
{"title": "Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)", "asin": "B00006JNNE", "price": "$13.99", "quantity": ""},
{"title": "4x6 Inch Lined Sticky Notes, 8 Pack, Light Colors, Premium Self-Adhesive Notepads, Large Sticky Pads for Office, School & Home Use, Easy to Use, Reusable & Removable", "asin": "B0DK1Q6Y64", "price": "$7.99", "quantity": ""}],
"comparison_items": [{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99"},
{"title": "Sticky Notes 3x3inch, 8 Pads Self-Stick Notes, 8 Pastel Multi Colors with Gray Note Pads, Suitable for School, Home, Office,80 Sheet/Pad", "asin": "B0DG8YXGHG", "price": "$6.99"},
{"title": "EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad", "asin": "B0BZVQ6VYZ", "price": "$4.99"},
{"title": "Highland Sticky Notes, 3 x 3 Inches, Yellow, Set of 24 (6549-24)", "asin": "B0018191SM", "price": "$12.87"},
{"title": "Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad", "asin": "B0DCFQ8DJG", "price": "$5.98"},
{"title": "Mr. Pen- Sticky Notes, 3\"x3\", 24 Pads, Pastel Colors, Self-Stick Pads, Aesthetic, Colorful, Bulk", "asin": "B0CSWV8RJW", "price": "$7.99"}]
<|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": "2025-04-14T01:42:10.423Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-14T01:42:10.423Z
|
click
|
nav_bar
|
rule
|
2025-04-14T01:42:10.423Z
|
click
|
nav_bar
|
train
| 664 |
2025-04-14T01:42:10.423Z
|
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": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
<|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": "sticky notes"}],
"product_details": [{"asin": "B0CY1YZQS7"},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad"},
{"price": "$5.99"},
{"bullet_list": "800 Sheets Sticky Notes: Our sticky notes 3x3 inches, includes 8 pads sticky note, 100 sheets / pad, total 800 sheets, enough for you to use at school, office, home 8 Color Sticky Note Pads: Our sticky pads come in 8 colors, light blue, light yellow, light pink, light green, morandi green, morandi pink, morandi purple, morandi blue, can help you easily sort by color to-dos, notes, and more Premium Thickened Paper: Our 3x3 sticky notes are made of premium and sturdy 80gsm paper, thickened paper, does not leak ink, shred and curl Strong Adhesive: Self-stick note pads, make sure the sticky notes remain in place and can be re-pasted as well, make it easy to leave messages on walls, blackboard, mirrors, computer, and other surfaces Satisfaction Guaranteed: We are very confident in our sticky notes, please contact us if any issue with our products"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"promotion_items": [{"title": "Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi", "asin": "B0D174CS8J", "price": "$5.09", "quantity": ""},
{"title": "16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "Winner Aura Sticky Notes 3x3 inch Bright Colors Self-Stick Pads 6 Pack 600 Sheets", "asin": "B07V1QY7DV", "price": "$6.99", "quantity": ""},
{"title": "EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad", "asin": "B0BZVQ6VYZ", "price": "$4.99", "quantity": ""},
{"title": "GOTIDEAL Sticky Notes, 8 Pads, 3x3 inches Stick Notes, 800 Sheets Pastel Colors Self-Stick Note Pads, Easy to Post for Home, Office Supplies, Study Notebook, 100 Sheets/pad", "asin": "B0D1471NMQ", "price": "$4.99", "quantity": ""},
{"title": "Joyberg 18 Pads Sticky Notes, 3x3\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad", "asin": "B0D2HDBKTM", "price": "$4.99", "quantity": ""},
{"title": "QILIMA Sticky Notes 3\u201dx3\u201d12 Pads, Pastel Colors Sticky Notes, Sticky Note, Self-Stick Note Pads, Sticky Pads Sticky Notes Aesthetic, Colorful Sticky Notes, Sticky Notes Bulk Sticky Notes", "asin": "B0DLGKH5P5", "price": "$11.99", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.66", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJTRF4Y", "price": "$15.73", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad", "asin": "B07WQ1VZKW", "price": "$8.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi", "asin": "B0D174CS8J", "price": "$5.09", "quantity": ""},
{"title": "Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)", "asin": "B00006JNNE", "price": "$13.99", "quantity": ""},
{"title": "4x6 Inch Lined Sticky Notes, 8 Pack, Light Colors, Premium Self-Adhesive Notepads, Large Sticky Pads for Office, School & Home Use, Easy to Use, Reusable & Removable", "asin": "B0DK1Q6Y64", "price": "$7.99", "quantity": ""}],
"comparison_items": [{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99"},
{"title": "Sticky Notes 3x3inch, 8 Pads Self-Stick Notes, 8 Pastel Multi Colors with Gray Note Pads, Suitable for School, Home, Office,80 Sheet/Pad", "asin": "B0DG8YXGHG", "price": "$6.99"},
{"title": "EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad", "asin": "B0BZVQ6VYZ", "price": "$4.99"},
{"title": "Highland Sticky Notes, 3 x 3 Inches, Yellow, Set of 24 (6549-24)", "asin": "B0018191SM", "price": "$12.87"},
{"title": "Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad", "asin": "B0DCFQ8DJG", "price": "$5.98"},
{"title": "Mr. Pen- Sticky Notes, 3\"x3\", 24 Pads, Pastel Colors, Self-Stick Pads, Aesthetic, Colorful, Bulk", "asin": "B0CSWV8RJW", "price": "$7.99"}]
<|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": "2025-04-14T01:42:10.423Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:04.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:04.911Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:23:49.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"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\": \"sticky notes\"}],\n\"product_details\": [{\"asin\": \"B0CY1YZQS7\"},\n{\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\"},\n{\"price\": \"$5.99\"},\n{\"bullet_list\": \"800 Sheets Sticky Notes: Our sticky notes 3x3 inches, includes 8 pads sticky note, 100 sheets / pad, total 800 sheets, enough for you to use at school, office, home 8 Color Sticky Note Pads: Our sticky pads come in 8 colors, light blue, light yellow, light pink, light green, morandi green, morandi pink, morandi purple, morandi blue, can help you easily sort by color to-dos, notes, and more Premium Thickened Paper: Our 3x3 sticky notes are made of premium and sturdy 80gsm paper, thickened paper, does not leak ink, shred and curl Strong Adhesive: Self-stick note pads, make sure the sticky notes remain in place and can be re-pasted as well, make it easy to leave messages on walls, blackboard, mirrors, computer, and other surfaces Satisfaction Guaranteed: We are very confident in our sticky notes, please contact us if any issue with our products\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi\", \"asin\": \"B0D174CS8J\", \"price\": \"$5.09\", \"quantity\": \"\"},\n{\"title\": \"16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Winner Aura Sticky Notes 3x3 inch Bright Colors Self-Stick Pads 6 Pack 600 Sheets\", \"asin\": \"B07V1QY7DV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad\", \"asin\": \"B0BZVQ6VYZ\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"GOTIDEAL Sticky Notes, 8 Pads, 3x3 inches Stick Notes, 800 Sheets Pastel Colors Self-Stick Note Pads, Easy to Post for Home, Office Supplies, Study Notebook, 100 Sheets/pad\", \"asin\": \"B0D1471NMQ\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Joyberg 18 Pads Sticky Notes, 3x3\\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad\", \"asin\": \"B0D2HDBKTM\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"QILIMA Sticky Notes 3\\u201dx3\\u201d12 Pads, Pastel Colors Sticky Notes, Sticky Note, Self-Stick Note Pads, Sticky Pads Sticky Notes Aesthetic, Colorful Sticky Notes, Sticky Notes Bulk Sticky Notes\", \"asin\": \"B0DLGKH5P5\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.66\", \"quantity\": \"\"},\n{\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"B0BPJTRF4Y\", \"price\": \"$15.73\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad\", \"asin\": \"B07WQ1VZKW\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi\", \"asin\": \"B0D174CS8J\", \"price\": \"$5.09\", \"quantity\": \"\"},\n{\"title\": \"Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)\", \"asin\": \"B00006JNNE\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"4x6 Inch Lined Sticky Notes, 8 Pack, Light Colors, Premium Self-Adhesive Notepads, Large Sticky Pads for Office, School & Home Use, Easy to Use, Reusable & Removable\", \"asin\": \"B0DK1Q6Y64\", \"price\": \"$7.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\"},\n{\"title\": \"Sticky Notes 3x3inch, 8 Pads Self-Stick Notes, 8 Pastel Multi Colors with Gray Note Pads, Suitable for School, Home, Office,80 Sheet/Pad\", \"asin\": \"B0DG8YXGHG\", \"price\": \"$6.99\"},\n{\"title\": \"EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad\", \"asin\": \"B0BZVQ6VYZ\", \"price\": \"$4.99\"},\n{\"title\": \"Highland Sticky Notes, 3 x 3 Inches, Yellow, Set of 24 (6549-24)\", \"asin\": \"B0018191SM\", \"price\": \"$12.87\"},\n{\"title\": \"Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad\", \"asin\": \"B0DCFQ8DJG\", \"price\": \"$5.98\"},\n{\"title\": \"Mr. Pen- Sticky Notes, 3\\\"x3\\\", 24 Pads, Pastel Colors, Self-Stick Pads, Aesthetic, Colorful, Bulk\", \"asin\": \"B0CSWV8RJW\", \"price\": \"$7.99\"}]\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\": \"2025-04-14T01:42:14.723Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T01:42:10.423Z", "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": "sticky notes"}],
"product_details": [{"asin": "B0CY1YZQS7"},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad"},
{"price": "$5.99"},
{"bullet_list": "800 Sheets Sticky Notes: Our sticky notes 3x3 inches, includes 8 pads sticky note, 100 sheets / pad, total 800 sheets, enough for you to use at school, office, home 8 Color Sticky Note Pads: Our sticky pads come in 8 colors, light blue, light yellow, light pink, light green, morandi green, morandi pink, morandi purple, morandi blue, can help you easily sort by color to-dos, notes, and more Premium Thickened Paper: Our 3x3 sticky notes are made of premium and sturdy 80gsm paper, thickened paper, does not leak ink, shred and curl Strong Adhesive: Self-stick note pads, make sure the sticky notes remain in place and can be re-pasted as well, make it easy to leave messages on walls, blackboard, mirrors, computer, and other surfaces Satisfaction Guaranteed: We are very confident in our sticky notes, please contact us if any issue with our products"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"promotion_items": [{"title": "Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi", "asin": "B0D174CS8J", "price": "$5.09", "quantity": ""},
{"title": "16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "Winner Aura Sticky Notes 3x3 inch Bright Colors Self-Stick Pads 6 Pack 600 Sheets", "asin": "B07V1QY7DV", "price": "$6.99", "quantity": ""},
{"title": "EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad", "asin": "B0BZVQ6VYZ", "price": "$4.99", "quantity": ""},
{"title": "GOTIDEAL Sticky Notes, 8 Pads, 3x3 inches Stick Notes, 800 Sheets Pastel Colors Self-Stick Note Pads, Easy to Post for Home, Office Supplies, Study Notebook, 100 Sheets/pad", "asin": "B0D1471NMQ", "price": "$4.99", "quantity": ""},
{"title": "Joyberg 18 Pads Sticky Notes, 3x3\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad", "asin": "B0D2HDBKTM", "price": "$4.99", "quantity": ""},
{"title": "QILIMA Sticky Notes 3\u201dx3\u201d12 Pads, Pastel Colors Sticky Notes, Sticky Note, Self-Stick Note Pads, Sticky Pads Sticky Notes Aesthetic, Colorful Sticky Notes, Sticky Notes Bulk Sticky Notes", "asin": "B0DLGKH5P5", "price": "$11.99", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.66", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJTRF4Y", "price": "$15.73", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad", "asin": "B07WQ1VZKW", "price": "$8.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi", "asin": "B0D174CS8J", "price": "$5.09", "quantity": ""},
{"title": "Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)", "asin": "B00006JNNE", "price": "$13.99", "quantity": ""},
{"title": "4x6 Inch Lined Sticky Notes, 8 Pack, Light Colors, Premium Self-Adhesive Notepads, Large Sticky Pads for Office, School & Home Use, Easy to Use, Reusable & Removable", "asin": "B0DK1Q6Y64", "price": "$7.99", "quantity": ""}],
"comparison_items": [{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99"},
{"title": "Sticky Notes 3x3inch, 8 Pads Self-Stick Notes, 8 Pastel Multi Colors with Gray Note Pads, Suitable for School, Home, Office,80 Sheet/Pad", "asin": "B0DG8YXGHG", "price": "$6.99"},
{"title": "EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad", "asin": "B0BZVQ6VYZ", "price": "$4.99"},
{"title": "Highland Sticky Notes, 3 x 3 Inches, Yellow, Set of 24 (6549-24)", "asin": "B0018191SM", "price": "$12.87"},
{"title": "Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad", "asin": "B0DCFQ8DJG", "price": "$5.98"},
{"title": "Mr. Pen- Sticky Notes, 3\"x3\", 24 Pads, Pastel Colors, Self-Stick Pads, Aesthetic, Colorful, Bulk", "asin": "B0CSWV8RJW", "price": "$7.99"}]
<|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": "2025-04-14T01:42:14.723Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-14T01:42:14.723Z
|
click
|
nav_bar
|
rule
|
2025-04-14T01:42:14.723Z
|
click
|
nav_bar
|
train
| 665 |
2025-04-14T01:42:14.723Z
|
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": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T01:42:10.423Z", "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": "sticky notes"}],
"product_details": [{"asin": "B0CY1YZQS7"},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad"},
{"price": "$5.99"},
{"bullet_list": "800 Sheets Sticky Notes: Our sticky notes 3x3 inches, includes 8 pads sticky note, 100 sheets / pad, total 800 sheets, enough for you to use at school, office, home 8 Color Sticky Note Pads: Our sticky pads come in 8 colors, light blue, light yellow, light pink, light green, morandi green, morandi pink, morandi purple, morandi blue, can help you easily sort by color to-dos, notes, and more Premium Thickened Paper: Our 3x3 sticky notes are made of premium and sturdy 80gsm paper, thickened paper, does not leak ink, shred and curl Strong Adhesive: Self-stick note pads, make sure the sticky notes remain in place and can be re-pasted as well, make it easy to leave messages on walls, blackboard, mirrors, computer, and other surfaces Satisfaction Guaranteed: We are very confident in our sticky notes, please contact us if any issue with our products"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"promotion_items": [{"title": "Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi", "asin": "B0D174CS8J", "price": "$5.09", "quantity": ""},
{"title": "16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "Winner Aura Sticky Notes 3x3 inch Bright Colors Self-Stick Pads 6 Pack 600 Sheets", "asin": "B07V1QY7DV", "price": "$6.99", "quantity": ""},
{"title": "EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad", "asin": "B0BZVQ6VYZ", "price": "$4.99", "quantity": ""},
{"title": "GOTIDEAL Sticky Notes, 8 Pads, 3x3 inches Stick Notes, 800 Sheets Pastel Colors Self-Stick Note Pads, Easy to Post for Home, Office Supplies, Study Notebook, 100 Sheets/pad", "asin": "B0D1471NMQ", "price": "$4.99", "quantity": ""},
{"title": "Joyberg 18 Pads Sticky Notes, 3x3\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad", "asin": "B0D2HDBKTM", "price": "$4.99", "quantity": ""},
{"title": "QILIMA Sticky Notes 3\u201dx3\u201d12 Pads, Pastel Colors Sticky Notes, Sticky Note, Self-Stick Note Pads, Sticky Pads Sticky Notes Aesthetic, Colorful Sticky Notes, Sticky Notes Bulk Sticky Notes", "asin": "B0DLGKH5P5", "price": "$11.99", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.66", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJTRF4Y", "price": "$15.73", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad", "asin": "B07WQ1VZKW", "price": "$8.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi", "asin": "B0D174CS8J", "price": "$5.09", "quantity": ""},
{"title": "Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)", "asin": "B00006JNNE", "price": "$13.99", "quantity": ""},
{"title": "4x6 Inch Lined Sticky Notes, 8 Pack, Light Colors, Premium Self-Adhesive Notepads, Large Sticky Pads for Office, School & Home Use, Easy to Use, Reusable & Removable", "asin": "B0DK1Q6Y64", "price": "$7.99", "quantity": ""}],
"comparison_items": [{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99"},
{"title": "Sticky Notes 3x3inch, 8 Pads Self-Stick Notes, 8 Pastel Multi Colors with Gray Note Pads, Suitable for School, Home, Office,80 Sheet/Pad", "asin": "B0DG8YXGHG", "price": "$6.99"},
{"title": "EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad", "asin": "B0BZVQ6VYZ", "price": "$4.99"},
{"title": "Highland Sticky Notes, 3 x 3 Inches, Yellow, Set of 24 (6549-24)", "asin": "B0018191SM", "price": "$12.87"},
{"title": "Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad", "asin": "B0DCFQ8DJG", "price": "$5.98"},
{"title": "Mr. Pen- Sticky Notes, 3\"x3\", 24 Pads, Pastel Colors, Self-Stick Pads, Aesthetic, Colorful, Bulk", "asin": "B0CSWV8RJW", "price": "$7.99"}]
<|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": "2025-04-14T01:42:14.723Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T17:22:04.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:04.911Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:23:49.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|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\": \"2025-04-15T18:02:55.855Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
<|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": "2025-04-15T18:02:55.855Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-15T18:02:55.855Z
|
input
|
paper quilling kit
|
rule
|
2025-04-15T18:02:55.855Z
|
input
|
paper quilling kit
|
train
| 666 |
2025-04-15T18:02:55.855Z
|
input
|
paper quilling kit
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
<|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": "2025-04-15T18:02:55.855Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T17:22:04.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:04.911Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:23:49.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"paper quilling kit\"}],\n\"promotion_items\": [{\"title\": \"Paper Quilling Kits - Quilling Tools and Supplies,Paper Strips (Green Storage Toolbox)\", \"asin\": \"B07TVXGMNL\", \"price\": \"$42.99\", \"quantity\": \"\"},\n{\"title\": \"JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)\", \"asin\": \"B017BFL6JU\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool\", \"asin\": \"B07J4D6LZ1\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Paper Quilling Kit 3mm/5mm/10mm 1740pcs Quilling Paper Strips Quilling Tool Set with Storage Box with Quilling Electric Slotted Pen Needle Curler Crimper Comb Board Template Border Buddy Tower\", \"asin\": \"B073CHTXKF\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"JoyPlus Quilling Kit for Beginners With Manual, 24 Supplies, Durable Storage, Updated Paper Crimper Tool, Premium Husking Board & Electronic Pen - Blue\", \"asin\": \"B08FMD6MV4\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)\", \"asin\": \"B01DVYWU36\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)\", \"asin\": \"B01DVYWU36\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"JUYA Multi-color Quilling Strips Set 720 Strips 36 Colors 54cm Length/strip Paper Width 3mm\", \"asin\": \"B00Z1EEB28\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)\", \"asin\": \"B017BFL6JU\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Paper Quilling Kits - Quilling Tools and Supplies,Paper Strips (Green Storage Toolbox)\", \"asin\": \"B07TVXGMNL\", \"price\": \"$42.99\", \"quantity\": \"\"},\n{\"title\": \"TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool\", \"asin\": \"B07J4D6LZ1\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"TUPARKA 19 Pcs Paper Quilling Kits 45 Colors 900 Strips Quilling Art Paper DIY Craft\", \"asin\": \"B07R4HT35P\", \"price\": \"$15.39\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"JUYA Metallic Paper Quilling Set 2/3/5/7/10mm Width Available (24 Colors, Paper Width 3mm)\", \"asin\": \"B01M73FDFD\"},\n{\"title\": \"JUYA Paper Quilling Kit with Blue Tools 960 Strips Board Mould Crimper Coach Comb (Paper Width 3mm with Glue)\", \"asin\": \"B01MDK733B\"},\n{\"title\": \"JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)\", \"asin\": \"B017BFL6JU\"}],\n\"search_results\": [{\"title\": \"JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)\", \"asin\": \"B017BFL6JU\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool\", \"asin\": \"B07J4D6LZ1\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Sun, Apr 20 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"TUPARKA 19 Pcs Paper Quilling Kits 45 Colors 900 Strips Quilling Art Paper DIY Craft\", \"asin\": \"B07R4HT35P\", \"price\": \"$15.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Paper Quilling Kits - Quilling Tools and Supplies,Paper Strips (Green Storage Toolbox)\", \"asin\": \"B07TVXGMNL\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Sun, Apr 20 for Prime members Only 3 left in stock - order soon.\"},\n{\"title\": \"JUYA Multi-color Quilling Strips Set 720 Strips 36 Colors 54cm Length/strip Paper Width 3mm\", \"asin\": \"B00Z1EEB28\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Paper Quilling Strips Set\\uff0c36 Colors 900 Strips Width 3mm Length 39cm\", \"asin\": \"B073WWM4YP\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)\", \"asin\": \"B017BFL6JU\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"MY CREATIVE CAMP Beginner's Quilling Kit for Kids and Adults, DIY Craft Kit for Kids and Adults, Paper Quilling Kit for Beginners with Tools, Instructions & Storage Box, Makes 10+ Fun Projects\", \"asin\": \"B08QMM2MND\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"TUPARKA 19 Pcs Paper Quilling Kits 45 Colors 900 Strips Quilling Art Paper DIY Craft\", \"asin\": \"B07R4HT35P\", \"price\": \"$15.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"12 Pack Paper Quilling Tools Slotted Kit, Different Sizes Rolling Curling Quilling Needle Pen Paper Cardmaking Project Tools Set for Paper Flowers\", \"asin\": \"B08DX69D6R\", \"price\": \"$6.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter\"},\n{\"title\": \"Paper Quilling Kit 3mm/5mm/10mm 1740pcs Quilling Paper Strips Quilling Tool Set with Storage Box with Quilling Electric Slotted Pen Needle Curler Crimper Comb Board Template Border Buddy Tower\", \"asin\": \"B073CHTXKF\", \"price\": \"$43.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Uniquilling Quilling Kit, Paper Quilling Kits, 8 * 10-in Flower& Hummingbird Paper Filigree Kits with Quilling Tools& Using Manual, DIY Quilling Artwork Modern Wall Art for Living Room\", \"asin\": \"B0B6HCGNM9\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17 Arrives before Easter\"},\n{\"title\": \"IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)\", \"asin\": \"B01DVYWU36\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n{\"title\": \"Uniquilling Quilling Paper Quilling Kit for Adults Beginner Handmade for DIY Paper Filigree Painting Kits, 16 * 20in Sunflower, Best Gift for Kids Family Friends, Home Room Wall Art Decor (Basic)\", \"asin\": \"B0BKGL1H8Z\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter\"},\n{\"title\": \"Uniquilling Quilling Kit, Paper Quilling Kits, 8 * 10-in Green Turtle Paper Filigree Kits with Quilling Tools& Using Manual, DIY Quilling Artwork Modern Wall Art for Living Room\", \"asin\": \"B0B42J5436\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Quilling Kit with 1860 Paper Strips 39cm/54cm and Quilling Tools Like Quilling Pen Slotted Tool Paper Rolling Electric Pen Template Board Quilling DIY Tool Grid Guide Paper Design Drawings Scissors\", \"asin\": \"B07KJHFCRY\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"WEBEEDY Paper Quilling Kit 20 Sets Flower Card Quilling Kit with Paper Quilling Strips Tools Paper Quilling Set DIY Handmade Arts Crafts Christmas Valentine's Day Birthday Gifts\", \"asin\": \"B0CLRS4ZNQ\", \"price\": \"$15.46\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter\"},\n{\"title\": \"12 Pcs Paper Quilling Slotted Tool Paper Curling Tools Kit Quilling Needle Pen for Art Craft Different Size DIY Paper Cardmaking Project Rolling Multifunction Slotted Quilling Tool Set Handmade Tools\", \"asin\": \"B0B9RZ8CXW\", \"price\": \"$5.76\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"JUYA Paper Quilling Kit with Blue Tools 960 Strips Board Mould Crimper Coach Comb (Paper Width 3mm with Glue)\", \"asin\": \"B01MDK733B\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Uniquilling Quilling Paper Quilling Kit for Adults, 16 * 20-inch Flowers and Butterflies, Exquisite Handmade for Beginner DIY Craft Painting Kits Tools, Home Room Wall Art Decor Best Gifts(Basic)\", \"asin\": \"B0B8MLZDTS\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Fri, Apr 18 Arrives before Easter\"},\n{\"title\": \"Uniquilling Quilling Paper Quilling Kit for Adults Beginner, 8 * 10-inch Letters, Exquisite DIY Paper Filigree Painting Kits Quilling Tools, Home Room Wall Art Decor Best Gifts(Basic)\", \"asin\": \"B09DSW8S5W\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n{\"title\": \"Uniquilling Quilling Paper Quilling Kit for Adults Beginner, 8 * 10-inch Letters, Exquisite DIY Paper Filigree Painting Kits Quilling Tools, Home Room Wall Art Decor Best Gifts(Basic)\", \"asin\": \"B09DSTDMWQ\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Fri, Apr 18 Only 9 left in stock - order soon.\"},\n{\"title\": \"Uniquilling Quilling Kit Paper Quilling Kit for Adults Beginner, Handmade DIY Craft Quilling Paper Filigree Painting Kit Tools, Room Wall Art Decor Gifts, 16 * 20-inch Great Wave Off Kanagawa (Basic)\", \"asin\": \"B0B7HCM662\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Only 8 left in stock - order soon.\"},\n{\"title\": \"WEBEEDY Paper Quilling Kit 20 Sets DIY Sea Animals Paper Quilling Kit with Paper Quilling Strips Supplies Ocean Greeting Card Making Kits for Beginners DIY Handmade Crafts Home Room Wall Decor Gift\", \"asin\": \"B0CX95HZ4J\", \"price\": \"$14.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Quilling Kits - Quilling Tools and Supplies,Paper Crimper,Quilling Paper\", \"asin\": \"B07Q49DCPJ\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n{\"title\": \"Tanstic 64Pcs Paper Quilling Kits, 45 Colors 900 Strips Paper Quilling Tools and Supplies for Beginners Perfect DIY Handcraft Quilling Set\", \"asin\": \"B09GB476HL\", \"price\": \"$17.12\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Only 20 left in stock - order soon.\"},\n{\"title\": \"Konsait 20 Pack Paper Quilling Accessories Kit - Quilling Supplies for Adults - DIY Drawing Handcraft\", \"asin\": \"B08D7GHX8Y\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Lind Kitchen 3D Domes Half Ball Mould 3-Row Paper Quilling Tools Plastic Mini Quilling Mold for DIY Paper Craft Tool, Pink\", \"asin\": \"B0BD7QPPRG\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Only 10 left in stock - order soon.\"},\n{\"title\": \"Uniquilling Quilling Paper Quilling Kit for Adults Beginner, 8 * 10-inch Letters, Exquisite DIY Paper Filigree Painting Kits Quilling Tools, Home Room Wall Art Decor Best Gifts(Basic)\", \"asin\": \"B09DSVC5L9\", \"price\": \"$19.60\", \"delivery\": \"FREE delivery Apr 23 - 29 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"Woohome Quilling Supplies Paper Quilling Kits with 12 Quilling Tools and 36 Colors 880 Strips Quilling Paper for Craft\", \"asin\": \"B0831DZ5RH\", \"price\": \"$16.90\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17 Only 1 left in stock - order soon.\"},\n{\"title\": \"Zorfeter 9 Sets Multi-Color Quilling Paper Strips Kits 900 Strips 42 Colors, 3mm Width, 15\\\" Length\", \"asin\": \"B091DZV862\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Uniquilling Quilling Kit, Paper Quilling Kits, 8 * 10-in Flower& Hummingbird Paper Filigree Kits with Quilling Tools& Using Manual, DIY Quilling Artwork Modern Wall Art for Living Room\", \"asin\": \"B0B6HCGNM9\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17 Arrives before Easter\"},\n{\"title\": \"WEBEEDY 20 Sets Paper Quilling Kits for Beginners DIY Lovely Animal Quilling Card Making Kits with 36 Colors Strips, 20 Cards, Paper Quilling Tools and Supplies Home Room Wall Art Decor Creative Gift\", \"asin\": \"B0CX976YRS\", \"price\": \"$18.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Ywait2long Paper Quilling Kit for Beginners, DIY Craft Kit, Paper Filigree Kit with 5 Different Quilling Patterns, Updated Paper Crimper, Glue and Other Essential Tools - Fun and Creative Gift\", \"asin\": \"B0DB1G1BLG\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n{\"title\": \"JUYA Quilling Greeting Card Making Kit Mega Pack 10 Different Kits\", \"asin\": \"B07X3LX9H4\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"YURROAD 19pcs Beginners Quilling Tools Kit Electric Slotted Quilling Pen Template Board Curling Coach Crimper Comb Filigrana Tools Set\", \"asin\": \"B075F72CYZ\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"JoyPlus Quilling Kit for Beginners With Manual, 24 Supplies, Durable Storage, Updated Paper Crimper Tool, Premium Husking Board & Electronic Pen - Blue\", \"asin\": \"B08FMD6MV4\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"YURROAD Quilling Paper Set with 900pcs 5mm Quilling Paper Strips Filigree Tool Kit and Quilling Board Slotted Pen Curling Coach Crimper\", \"asin\": \"B073D6X23Y\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Uniquilling Quilling Paper Quilling Kit for Adults Beginner, 16 * 20-inch Purple Mandala, Exquisite DIY Paper Filigree Painting Kits Quilling Tools, Home Room Wall Art Decor Best Gifts(Basic)\", \"asin\": \"B09G2ZW9PR\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Only 14 left in stock - order soon.\"},\n{\"title\": \"IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)\", \"asin\": \"B01DVYWU36\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n{\"title\": \"TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool\", \"asin\": \"B07J4D6LZ1\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Sun, Apr 20 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"Uniquilling Quilling Paper Quilling Kit for Adults, 16 * 20-inch Flowers and Butterflies, Exquisite Handmade for Beginner DIY Craft Painting Kits Tools, Home Room Wall Art Decor Best Gifts(Basic)\", \"asin\": \"B0B8MLZDTS\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Fri, Apr 18 Arrives before Easter\"},\n{\"title\": \"Saktopdeco Colorful Quilling Paper Flowers DIY Flowers Petal Paper Quilling Strips for Beginners Handmade Art Crafts, 13.7 Inch / 35 CM\", \"asin\": \"B093H8GMZR\", \"price\": \"$8.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter\"},\n{\"title\": \"MDLUU Paper Quilling Kit with 1860 Strips and Quilling Tools and Storage Box, Paper Quilling Craft Great for DIY Learning Class, Home Decoration, Birthday Gift\", \"asin\": \"B07TSDRJ97\", \"price\": \"$38.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Uniquilling Quilling Kit, Paper Quilling Kits, 8 * 10-in Green Turtle Paper Filigree Kits with Quilling Tools& Using Manual, DIY Quilling Artwork Modern Wall Art for Living Room\", \"asin\": \"B0B42J5436\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"WEBEEDY 20 Sets Paper Quilling Kit for Adult Beginner DIY Flower Basket Themes Quilling Blank Card Kit 5 Styles Flower Basket Greeting Card Making Kit with Instruction for Birthday Halloween Christmas\", \"asin\": \"B0DP44ZJB9\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter Only 3 left in stock - order soon.\"},\n{\"title\": \"Floranea 4 Pcs Paper Quilling Tools Slotted Kit Rolling Curling Quilling Needle Pen Rose Blue for Art Craft DIY Paper Cardmaking Project (4 pcs)\", \"asin\": \"B07N5CN84K\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Quill On World of Paper Quilling with Electric Quilling Tool | Paper Quilling Kit | Crafts for Girls Ages 8-12 | Craft Kit | 8 Year Old Girl Birthday Gift\", \"asin\": \"B0788K4V1M\", \"price\": \"$38.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter\"},\n{\"title\": \"Uniquilling Quilling Paper Quilling Kits for Adults and Kids Beginner, Exquisite Handmade for DIY Paper Filigree Painting Kits, Home Room Wall Art Decor Best Gifts, 8 * 10-inch Betta(Basic)\", \"asin\": \"B0B9645BTS\", \"price\": \"$19.60\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter Only 5 left in stock - order soon.\"},\n{\"title\": \"Quilling Paper Set for Beginners with 36 Colors 900 Strips 3MM Quilling Papers Quilling Template Board Quilling Comb Quilling Curling Coach Quilling Slotted Pen\", \"asin\": \"B0B2JYD274\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"JUYA Metallic Paper Quilling Set 2/3/5/7/10mm Width Available (24 Colors, Paper Width 3mm)\", \"asin\": \"B01M73FDFD\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"FAZHBARY 20 Inch / 50 CM Quilling Paper Flowers Kit Colorful 8 Different Petal Paper Quilling Strips Bulk for Beginners DIY Handmade Art Crafts\", \"asin\": \"B0BZYVBVLX\", \"price\": \"$8.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter\"},\n{\"title\": \"Electric Slotted Tool Electric Quilling Pen Automated Paper Volume Curling Pen for Paper Rolling Crafts\", \"asin\": \"B09XQW4CQ8\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Uniquilling Quilling Kits Paper Quilling Kit for Adults Beginner, Paper Filigree Painting Kits DIY Kits for Adults with Complete Quilling Tools, Modern Wall Art for Living Room, 16*20-inch Owl(Basic)\", \"asin\": \"B099JHFXBF\"},\n{\"title\": \"8 Pieces,Quilling Kits,Paper Quilling Tools,Quilling Knitting Board,Quilling Needles,Quilling Curling Coach,Paper Craft DIY Tools,Assorted Sizes Rolling Curling Quilling Needle Pen,XIWUMOER (Blue)\", \"asin\": \"B09Y985K1R\", \"price\": \"$7.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Uniquilling Quilling Kits, 8 * 10-in Letters A Paper Filigree Kits with Quilling Tools& Using Manual, Paper Quilling Kits, DIY Quilling Artwork Modern Wall Art for Living Room\", \"asin\": \"B09DSV2ZWK\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n{\"title\": \"Quilling Tool Quil Board with Pins Storage Box, Grid Guide Quilling Board for Making Paper Strips\", \"asin\": \"B075FR67QQ\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"JUYA Multi-Color Paper Quilling Strips Set 60 Colors 10 packs 54cm Length Paper Width 3mm (0.12 in)\", \"asin\": \"B092MM9JYP\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"19pcs Paper Quilling Tools Kit Paper Strips DIY Tool Set with Slotted Pen Quilling Board Curling Coach Comb Crimper Border Buddy Filigrana Tool Kit\", \"asin\": \"B074BWQ316\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n{\"title\": \"Uniquilling Quilling Paper Quilling Kit for Adults Beginner Handmade for DIY Paper Filigree Painting Kits, 16 * 20in Sunflower, Best Gift for Kids Family Friends, Home Room Wall Art Decor (Basic)\", \"asin\": \"B0BKGL1H8Z\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter\"},\n{\"title\": \"PH PandaHall Paper Quilling Kit 360pcs Paper Quilling Strips Sunflower Quilling Pattern Template Board Quilling Patterns DIY Crafts Set for Beginner Adults 9.6x8.2in\", \"asin\": \"B0D5HXQH5G\", \"price\": \"$15.89\", \"delivery\": \"FREE delivery Sat, Apr 19 Arrives before Easter Only 5 left in stock - order soon.\"},\n{\"title\": \"Quilling Kit, Flower Sampler\", \"asin\": \"B002LN61R0\", \"price\": \"$4.95\", \"delivery\": \"$4.50 delivery Wed, Apr 23\"},\n{\"title\": \"Uniquilling Quilling Kit, Paper Quilling Kits, 8 * 10-in Blue Turtle Paper Filigree Kits with Quilling Tools& Using Manual, DIY Quilling Artwork Modern Wall Art for Living Room\", \"asin\": \"B0B4JJZ916\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T18:04:19.566Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "paper quilling kit"}],
"promotion_items": [{"title": "Paper Quilling Kits - Quilling Tools and Supplies,Paper Strips (Green Storage Toolbox)", "asin": "B07TVXGMNL", "price": "$42.99", "quantity": ""},
{"title": "JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)", "asin": "B017BFL6JU", "price": "$15.99", "quantity": ""},
{"title": "TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool", "asin": "B07J4D6LZ1", "price": "$12.99", "quantity": ""},
{"title": "Paper Quilling Kit 3mm/5mm/10mm 1740pcs Quilling Paper Strips Quilling Tool Set with Storage Box with Quilling Electric Slotted Pen Needle Curler Crimper Comb Board Template Border Buddy Tower", "asin": "B073CHTXKF", "price": "$43.99", "quantity": ""},
{"title": "JoyPlus Quilling Kit for Beginners With Manual, 24 Supplies, Durable Storage, Updated Paper Crimper Tool, Premium Husking Board & Electronic Pen - Blue", "asin": "B08FMD6MV4", "price": "$49.99", "quantity": ""},
{"title": "IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)", "asin": "B01DVYWU36", "price": "$10.99", "quantity": ""},
{"title": "IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)", "asin": "B01DVYWU36", "price": "$10.99", "quantity": ""},
{"title": "JUYA Multi-color Quilling Strips Set 720 Strips 36 Colors 54cm Length/strip Paper Width 3mm", "asin": "B00Z1EEB28", "price": "$9.99", "quantity": ""},
{"title": "JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)", "asin": "B017BFL6JU", "price": "$15.99", "quantity": ""},
{"title": "Paper Quilling Kits - Quilling Tools and Supplies,Paper Strips (Green Storage Toolbox)", "asin": "B07TVXGMNL", "price": "$42.99", "quantity": ""},
{"title": "TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool", "asin": "B07J4D6LZ1", "price": "$12.99", "quantity": ""},
{"title": "TUPARKA 19 Pcs Paper Quilling Kits 45 Colors 900 Strips Quilling Art Paper DIY Craft", "asin": "B07R4HT35P", "price": "$15.39", "quantity": ""}],
"ads": [{"title": "JUYA Metallic Paper Quilling Set 2/3/5/7/10mm Width Available (24 Colors, Paper Width 3mm)", "asin": "B01M73FDFD"},
{"title": "JUYA Paper Quilling Kit with Blue Tools 960 Strips Board Mould Crimper Coach Comb (Paper Width 3mm with Glue)", "asin": "B01MDK733B"},
{"title": "JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)", "asin": "B017BFL6JU"}],
"search_results": [{"title": "JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)", "asin": "B017BFL6JU", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool", "asin": "B07J4D6LZ1", "price": "$12.99", "delivery": "FREE delivery Sun, Apr 20 for Prime members Only 1 left in stock - order soon."},
{"title": "TUPARKA 19 Pcs Paper Quilling Kits 45 Colors 900 Strips Quilling Art Paper DIY Craft", "asin": "B07R4HT35P", "price": "$15.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Paper Quilling Kits - Quilling Tools and Supplies,Paper Strips (Green Storage Toolbox)", "asin": "B07TVXGMNL", "price": "$42.99", "delivery": "FREE delivery Sun, Apr 20 for Prime members Only 3 left in stock - order soon."},
{"title": "JUYA Multi-color Quilling Strips Set 720 Strips 36 Colors 54cm Length/strip Paper Width 3mm", "asin": "B00Z1EEB28", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Paper Quilling Strips Set\uff0c36 Colors 900 Strips Width 3mm Length 39cm", "asin": "B073WWM4YP", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)", "asin": "B017BFL6JU", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "MY CREATIVE CAMP Beginner's Quilling Kit for Kids and Adults, DIY Craft Kit for Kids and Adults, Paper Quilling Kit for Beginners with Tools, Instructions & Storage Box, Makes 10+ Fun Projects", "asin": "B08QMM2MND", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "TUPARKA 19 Pcs Paper Quilling Kits 45 Colors 900 Strips Quilling Art Paper DIY Craft", "asin": "B07R4HT35P", "price": "$15.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "12 Pack Paper Quilling Tools Slotted Kit, Different Sizes Rolling Curling Quilling Needle Pen Paper Cardmaking Project Tools Set for Paper Flowers", "asin": "B08DX69D6R", "price": "$6.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter"},
{"title": "Paper Quilling Kit 3mm/5mm/10mm 1740pcs Quilling Paper Strips Quilling Tool Set with Storage Box with Quilling Electric Slotted Pen Needle Curler Crimper Comb Board Template Border Buddy Tower", "asin": "B073CHTXKF", "price": "$43.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Uniquilling Quilling Kit, Paper Quilling Kits, 8 * 10-in Flower& Hummingbird Paper Filigree Kits with Quilling Tools& Using Manual, DIY Quilling Artwork Modern Wall Art for Living Room", "asin": "B0B6HCGNM9", "price": "$17.99", "delivery": " Two-Day FREE delivery Thu, Apr 17 Arrives before Easter"},
{"title": "IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)", "asin": "B01DVYWU36", "price": "$10.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Uniquilling Quilling Paper Quilling Kit for Adults Beginner Handmade for DIY Paper Filigree Painting Kits, 16 * 20in Sunflower, Best Gift for Kids Family Friends, Home Room Wall Art Decor (Basic)", "asin": "B0BKGL1H8Z", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter"},
{"title": "Uniquilling Quilling Kit, Paper Quilling Kits, 8 * 10-in Green Turtle Paper Filigree Kits with Quilling Tools& Using Manual, DIY Quilling Artwork Modern Wall Art for Living Room", "asin": "B0B42J5436", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Quilling Kit with 1860 Paper Strips 39cm/54cm and Quilling Tools Like Quilling Pen Slotted Tool Paper Rolling Electric Pen Template Board Quilling DIY Tool Grid Guide Paper Design Drawings Scissors", "asin": "B07KJHFCRY", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "WEBEEDY Paper Quilling Kit 20 Sets Flower Card Quilling Kit with Paper Quilling Strips Tools Paper Quilling Set DIY Handmade Arts Crafts Christmas Valentine's Day Birthday Gifts", "asin": "B0CLRS4ZNQ", "price": "$15.46", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter"},
{"title": "12 Pcs Paper Quilling Slotted Tool Paper Curling Tools Kit Quilling Needle Pen for Art Craft Different Size DIY Paper Cardmaking Project Rolling Multifunction Slotted Quilling Tool Set Handmade Tools", "asin": "B0B9RZ8CXW", "price": "$5.76", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "JUYA Paper Quilling Kit with Blue Tools 960 Strips Board Mould Crimper Coach Comb (Paper Width 3mm with Glue)", "asin": "B01MDK733B", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Uniquilling Quilling Paper Quilling Kit for Adults, 16 * 20-inch Flowers and Butterflies, Exquisite Handmade for Beginner DIY Craft Painting Kits Tools, Home Room Wall Art Decor Best Gifts(Basic)", "asin": "B0B8MLZDTS", "price": "$19.99", "delivery": "FREE delivery Fri, Apr 18 Arrives before Easter"},
{"title": "Uniquilling Quilling Paper Quilling Kit for Adults Beginner, 8 * 10-inch Letters, Exquisite DIY Paper Filigree Painting Kits Quilling Tools, Home Room Wall Art Decor Best Gifts(Basic)", "asin": "B09DSW8S5W", "price": "$14.99", "delivery": "FREE delivery Fri, Apr 18"},
{"title": "Uniquilling Quilling Paper Quilling Kit for Adults Beginner, 8 * 10-inch Letters, Exquisite DIY Paper Filigree Painting Kits Quilling Tools, Home Room Wall Art Decor Best Gifts(Basic)", "asin": "B09DSTDMWQ", "price": "$14.99", "delivery": "FREE delivery Fri, Apr 18 Only 9 left in stock - order soon."},
{"title": "Uniquilling Quilling Kit Paper Quilling Kit for Adults Beginner, Handmade DIY Craft Quilling Paper Filigree Painting Kit Tools, Room Wall Art Decor Gifts, 16 * 20-inch Great Wave Off Kanagawa (Basic)", "asin": "B0B7HCM662", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Only 8 left in stock - order soon."},
{"title": "WEBEEDY Paper Quilling Kit 20 Sets DIY Sea Animals Paper Quilling Kit with Paper Quilling Strips Supplies Ocean Greeting Card Making Kits for Beginners DIY Handmade Crafts Home Room Wall Decor Gift", "asin": "B0CX95HZ4J", "price": "$14.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Quilling Kits - Quilling Tools and Supplies,Paper Crimper,Quilling Paper", "asin": "B07Q49DCPJ", "price": "$42.99", "delivery": "FREE delivery Fri, Apr 18"},
{"title": "Tanstic 64Pcs Paper Quilling Kits, 45 Colors 900 Strips Paper Quilling Tools and Supplies for Beginners Perfect DIY Handcraft Quilling Set", "asin": "B09GB476HL", "price": "$17.12", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Only 20 left in stock - order soon."},
{"title": "Konsait 20 Pack Paper Quilling Accessories Kit - Quilling Supplies for Adults - DIY Drawing Handcraft", "asin": "B08D7GHX8Y", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Lind Kitchen 3D Domes Half Ball Mould 3-Row Paper Quilling Tools Plastic Mini Quilling Mold for DIY Paper Craft Tool, Pink", "asin": "B0BD7QPPRG", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Only 10 left in stock - order soon."},
{"title": "Uniquilling Quilling Paper Quilling Kit for Adults Beginner, 8 * 10-inch Letters, Exquisite DIY Paper Filigree Painting Kits Quilling Tools, Home Room Wall Art Decor Best Gifts(Basic)", "asin": "B09DSVC5L9", "price": "$19.60", "delivery": "FREE delivery Apr 23 - 29 for Prime members Only 1 left in stock - order soon."},
{"title": "Woohome Quilling Supplies Paper Quilling Kits with 12 Quilling Tools and 36 Colors 880 Strips Quilling Paper for Craft", "asin": "B0831DZ5RH", "price": "$16.90", "delivery": " Two-Day FREE delivery Thu, Apr 17 Only 1 left in stock - order soon."},
{"title": "Zorfeter 9 Sets Multi-Color Quilling Paper Strips Kits 900 Strips 42 Colors, 3mm Width, 15\" Length", "asin": "B091DZV862", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Uniquilling Quilling Kit, Paper Quilling Kits, 8 * 10-in Flower& Hummingbird Paper Filigree Kits with Quilling Tools& Using Manual, DIY Quilling Artwork Modern Wall Art for Living Room", "asin": "B0B6HCGNM9", "price": "$17.99", "delivery": " Two-Day FREE delivery Thu, Apr 17 Arrives before Easter"},
{"title": "WEBEEDY 20 Sets Paper Quilling Kits for Beginners DIY Lovely Animal Quilling Card Making Kits with 36 Colors Strips, 20 Cards, Paper Quilling Tools and Supplies Home Room Wall Art Decor Creative Gift", "asin": "B0CX976YRS", "price": "$18.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Ywait2long Paper Quilling Kit for Beginners, DIY Craft Kit, Paper Filigree Kit with 5 Different Quilling Patterns, Updated Paper Crimper, Glue and Other Essential Tools - Fun and Creative Gift", "asin": "B0DB1G1BLG", "price": "$23.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "JUYA Quilling Greeting Card Making Kit Mega Pack 10 Different Kits", "asin": "B07X3LX9H4", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "YURROAD 19pcs Beginners Quilling Tools Kit Electric Slotted Quilling Pen Template Board Curling Coach Crimper Comb Filigrana Tools Set", "asin": "B075F72CYZ", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "JoyPlus Quilling Kit for Beginners With Manual, 24 Supplies, Durable Storage, Updated Paper Crimper Tool, Premium Husking Board & Electronic Pen - Blue", "asin": "B08FMD6MV4", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "YURROAD Quilling Paper Set with 900pcs 5mm Quilling Paper Strips Filigree Tool Kit and Quilling Board Slotted Pen Curling Coach Crimper", "asin": "B073D6X23Y", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Uniquilling Quilling Paper Quilling Kit for Adults Beginner, 16 * 20-inch Purple Mandala, Exquisite DIY Paper Filigree Painting Kits Quilling Tools, Home Room Wall Art Decor Best Gifts(Basic)", "asin": "B09G2ZW9PR", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Only 14 left in stock - order soon."},
{"title": "IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)", "asin": "B01DVYWU36", "price": "$10.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool", "asin": "B07J4D6LZ1", "price": "$12.99", "delivery": "FREE delivery Sun, Apr 20 for Prime members Only 1 left in stock - order soon."},
{"title": "Uniquilling Quilling Paper Quilling Kit for Adults, 16 * 20-inch Flowers and Butterflies, Exquisite Handmade for Beginner DIY Craft Painting Kits Tools, Home Room Wall Art Decor Best Gifts(Basic)", "asin": "B0B8MLZDTS", "price": "$19.99", "delivery": "FREE delivery Fri, Apr 18 Arrives before Easter"},
{"title": "Saktopdeco Colorful Quilling Paper Flowers DIY Flowers Petal Paper Quilling Strips for Beginners Handmade Art Crafts, 13.7 Inch / 35 CM", "asin": "B093H8GMZR", "price": "$8.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter"},
{"title": "MDLUU Paper Quilling Kit with 1860 Strips and Quilling Tools and Storage Box, Paper Quilling Craft Great for DIY Learning Class, Home Decoration, Birthday Gift", "asin": "B07TSDRJ97", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Uniquilling Quilling Kit, Paper Quilling Kits, 8 * 10-in Green Turtle Paper Filigree Kits with Quilling Tools& Using Manual, DIY Quilling Artwork Modern Wall Art for Living Room", "asin": "B0B42J5436", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "WEBEEDY 20 Sets Paper Quilling Kit for Adult Beginner DIY Flower Basket Themes Quilling Blank Card Kit 5 Styles Flower Basket Greeting Card Making Kit with Instruction for Birthday Halloween Christmas", "asin": "B0DP44ZJB9", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter Only 3 left in stock - order soon."},
{"title": "Floranea 4 Pcs Paper Quilling Tools Slotted Kit Rolling Curling Quilling Needle Pen Rose Blue for Art Craft DIY Paper Cardmaking Project (4 pcs)", "asin": "B07N5CN84K", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Quill On World of Paper Quilling with Electric Quilling Tool | Paper Quilling Kit | Crafts for Girls Ages 8-12 | Craft Kit | 8 Year Old Girl Birthday Gift", "asin": "B0788K4V1M", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter"},
{"title": "Uniquilling Quilling Paper Quilling Kits for Adults and Kids Beginner, Exquisite Handmade for DIY Paper Filigree Painting Kits, Home Room Wall Art Decor Best Gifts, 8 * 10-inch Betta(Basic)", "asin": "B0B9645BTS", "price": "$19.60", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter Only 5 left in stock - order soon."},
{"title": "Quilling Paper Set for Beginners with 36 Colors 900 Strips 3MM Quilling Papers Quilling Template Board Quilling Comb Quilling Curling Coach Quilling Slotted Pen", "asin": "B0B2JYD274", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "JUYA Metallic Paper Quilling Set 2/3/5/7/10mm Width Available (24 Colors, Paper Width 3mm)", "asin": "B01M73FDFD", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "FAZHBARY 20 Inch / 50 CM Quilling Paper Flowers Kit Colorful 8 Different Petal Paper Quilling Strips Bulk for Beginners DIY Handmade Art Crafts", "asin": "B0BZYVBVLX", "price": "$8.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter"},
{"title": "Electric Slotted Tool Electric Quilling Pen Automated Paper Volume Curling Pen for Paper Rolling Crafts", "asin": "B09XQW4CQ8", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Uniquilling Quilling Kits Paper Quilling Kit for Adults Beginner, Paper Filigree Painting Kits DIY Kits for Adults with Complete Quilling Tools, Modern Wall Art for Living Room, 16*20-inch Owl(Basic)", "asin": "B099JHFXBF"},
{"title": "8 Pieces,Quilling Kits,Paper Quilling Tools,Quilling Knitting Board,Quilling Needles,Quilling Curling Coach,Paper Craft DIY Tools,Assorted Sizes Rolling Curling Quilling Needle Pen,XIWUMOER (Blue)", "asin": "B09Y985K1R", "price": "$7.19", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Uniquilling Quilling Kits, 8 * 10-in Letters A Paper Filigree Kits with Quilling Tools& Using Manual, Paper Quilling Kits, DIY Quilling Artwork Modern Wall Art for Living Room", "asin": "B09DSV2ZWK", "price": "$11.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Quilling Tool Quil Board with Pins Storage Box, Grid Guide Quilling Board for Making Paper Strips", "asin": "B075FR67QQ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "JUYA Multi-Color Paper Quilling Strips Set 60 Colors 10 packs 54cm Length Paper Width 3mm (0.12 in)", "asin": "B092MM9JYP", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "19pcs Paper Quilling Tools Kit Paper Strips DIY Tool Set with Slotted Pen Quilling Board Curling Coach Comb Crimper Border Buddy Filigrana Tool Kit", "asin": "B074BWQ316", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 18"},
{"title": "Uniquilling Quilling Paper Quilling Kit for Adults Beginner Handmade for DIY Paper Filigree Painting Kits, 16 * 20in Sunflower, Best Gift for Kids Family Friends, Home Room Wall Art Decor (Basic)", "asin": "B0BKGL1H8Z", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter"},
{"title": "PH PandaHall Paper Quilling Kit 360pcs Paper Quilling Strips Sunflower Quilling Pattern Template Board Quilling Patterns DIY Crafts Set for Beginner Adults 9.6x8.2in", "asin": "B0D5HXQH5G", "price": "$15.89", "delivery": "FREE delivery Sat, Apr 19 Arrives before Easter Only 5 left in stock - order soon."},
{"title": "Quilling Kit, Flower Sampler", "asin": "B002LN61R0", "price": "$4.95", "delivery": "$4.50 delivery Wed, Apr 23"},
{"title": "Uniquilling Quilling Kit, Paper Quilling Kits, 8 * 10-in Blue Turtle Paper Filigree Kits with Quilling Tools& Using Manual, DIY Quilling Artwork Modern Wall Art for Living Room", "asin": "B0B4JJZ916"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T18:04:19.566Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-15T18:04:19.566Z
|
click_product
|
B00Z1EEB28
|
rule
|
2025-04-15T18:04:19.566Z
|
click_product
|
B00Z1EEB28
|
train
| 667 |
2025-04-15T18:04:19.566Z
|
click_product
|
B00Z1EEB28
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "paper quilling kit"}],
"promotion_items": [{"title": "Paper Quilling Kits - Quilling Tools and Supplies,Paper Strips (Green Storage Toolbox)", "asin": "B07TVXGMNL", "price": "$42.99", "quantity": ""},
{"title": "JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)", "asin": "B017BFL6JU", "price": "$15.99", "quantity": ""},
{"title": "TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool", "asin": "B07J4D6LZ1", "price": "$12.99", "quantity": ""},
{"title": "Paper Quilling Kit 3mm/5mm/10mm 1740pcs Quilling Paper Strips Quilling Tool Set with Storage Box with Quilling Electric Slotted Pen Needle Curler Crimper Comb Board Template Border Buddy Tower", "asin": "B073CHTXKF", "price": "$43.99", "quantity": ""},
{"title": "JoyPlus Quilling Kit for Beginners With Manual, 24 Supplies, Durable Storage, Updated Paper Crimper Tool, Premium Husking Board & Electronic Pen - Blue", "asin": "B08FMD6MV4", "price": "$49.99", "quantity": ""},
{"title": "IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)", "asin": "B01DVYWU36", "price": "$10.99", "quantity": ""},
{"title": "IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)", "asin": "B01DVYWU36", "price": "$10.99", "quantity": ""},
{"title": "JUYA Multi-color Quilling Strips Set 720 Strips 36 Colors 54cm Length/strip Paper Width 3mm", "asin": "B00Z1EEB28", "price": "$9.99", "quantity": ""},
{"title": "JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)", "asin": "B017BFL6JU", "price": "$15.99", "quantity": ""},
{"title": "Paper Quilling Kits - Quilling Tools and Supplies,Paper Strips (Green Storage Toolbox)", "asin": "B07TVXGMNL", "price": "$42.99", "quantity": ""},
{"title": "TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool", "asin": "B07J4D6LZ1", "price": "$12.99", "quantity": ""},
{"title": "TUPARKA 19 Pcs Paper Quilling Kits 45 Colors 900 Strips Quilling Art Paper DIY Craft", "asin": "B07R4HT35P", "price": "$15.39", "quantity": ""}],
"ads": [{"title": "JUYA Metallic Paper Quilling Set 2/3/5/7/10mm Width Available (24 Colors, Paper Width 3mm)", "asin": "B01M73FDFD"},
{"title": "JUYA Paper Quilling Kit with Blue Tools 960 Strips Board Mould Crimper Coach Comb (Paper Width 3mm with Glue)", "asin": "B01MDK733B"},
{"title": "JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)", "asin": "B017BFL6JU"}],
"search_results": [{"title": "JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)", "asin": "B017BFL6JU", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool", "asin": "B07J4D6LZ1", "price": "$12.99", "delivery": "FREE delivery Sun, Apr 20 for Prime members Only 1 left in stock - order soon."},
{"title": "TUPARKA 19 Pcs Paper Quilling Kits 45 Colors 900 Strips Quilling Art Paper DIY Craft", "asin": "B07R4HT35P", "price": "$15.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Paper Quilling Kits - Quilling Tools and Supplies,Paper Strips (Green Storage Toolbox)", "asin": "B07TVXGMNL", "price": "$42.99", "delivery": "FREE delivery Sun, Apr 20 for Prime members Only 3 left in stock - order soon."},
{"title": "JUYA Multi-color Quilling Strips Set 720 Strips 36 Colors 54cm Length/strip Paper Width 3mm", "asin": "B00Z1EEB28", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Paper Quilling Strips Set\uff0c36 Colors 900 Strips Width 3mm Length 39cm", "asin": "B073WWM4YP", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)", "asin": "B017BFL6JU", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "MY CREATIVE CAMP Beginner's Quilling Kit for Kids and Adults, DIY Craft Kit for Kids and Adults, Paper Quilling Kit for Beginners with Tools, Instructions & Storage Box, Makes 10+ Fun Projects", "asin": "B08QMM2MND", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "TUPARKA 19 Pcs Paper Quilling Kits 45 Colors 900 Strips Quilling Art Paper DIY Craft", "asin": "B07R4HT35P", "price": "$15.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "12 Pack Paper Quilling Tools Slotted Kit, Different Sizes Rolling Curling Quilling Needle Pen Paper Cardmaking Project Tools Set for Paper Flowers", "asin": "B08DX69D6R", "price": "$6.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter"},
{"title": "Paper Quilling Kit 3mm/5mm/10mm 1740pcs Quilling Paper Strips Quilling Tool Set with Storage Box with Quilling Electric Slotted Pen Needle Curler Crimper Comb Board Template Border Buddy Tower", "asin": "B073CHTXKF", "price": "$43.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Uniquilling Quilling Kit, Paper Quilling Kits, 8 * 10-in Flower& Hummingbird Paper Filigree Kits with Quilling Tools& Using Manual, DIY Quilling Artwork Modern Wall Art for Living Room", "asin": "B0B6HCGNM9", "price": "$17.99", "delivery": " Two-Day FREE delivery Thu, Apr 17 Arrives before Easter"},
{"title": "IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)", "asin": "B01DVYWU36", "price": "$10.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Uniquilling Quilling Paper Quilling Kit for Adults Beginner Handmade for DIY Paper Filigree Painting Kits, 16 * 20in Sunflower, Best Gift for Kids Family Friends, Home Room Wall Art Decor (Basic)", "asin": "B0BKGL1H8Z", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter"},
{"title": "Uniquilling Quilling Kit, Paper Quilling Kits, 8 * 10-in Green Turtle Paper Filigree Kits with Quilling Tools& Using Manual, DIY Quilling Artwork Modern Wall Art for Living Room", "asin": "B0B42J5436", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Quilling Kit with 1860 Paper Strips 39cm/54cm and Quilling Tools Like Quilling Pen Slotted Tool Paper Rolling Electric Pen Template Board Quilling DIY Tool Grid Guide Paper Design Drawings Scissors", "asin": "B07KJHFCRY", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "WEBEEDY Paper Quilling Kit 20 Sets Flower Card Quilling Kit with Paper Quilling Strips Tools Paper Quilling Set DIY Handmade Arts Crafts Christmas Valentine's Day Birthday Gifts", "asin": "B0CLRS4ZNQ", "price": "$15.46", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter"},
{"title": "12 Pcs Paper Quilling Slotted Tool Paper Curling Tools Kit Quilling Needle Pen for Art Craft Different Size DIY Paper Cardmaking Project Rolling Multifunction Slotted Quilling Tool Set Handmade Tools", "asin": "B0B9RZ8CXW", "price": "$5.76", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "JUYA Paper Quilling Kit with Blue Tools 960 Strips Board Mould Crimper Coach Comb (Paper Width 3mm with Glue)", "asin": "B01MDK733B", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Uniquilling Quilling Paper Quilling Kit for Adults, 16 * 20-inch Flowers and Butterflies, Exquisite Handmade for Beginner DIY Craft Painting Kits Tools, Home Room Wall Art Decor Best Gifts(Basic)", "asin": "B0B8MLZDTS", "price": "$19.99", "delivery": "FREE delivery Fri, Apr 18 Arrives before Easter"},
{"title": "Uniquilling Quilling Paper Quilling Kit for Adults Beginner, 8 * 10-inch Letters, Exquisite DIY Paper Filigree Painting Kits Quilling Tools, Home Room Wall Art Decor Best Gifts(Basic)", "asin": "B09DSW8S5W", "price": "$14.99", "delivery": "FREE delivery Fri, Apr 18"},
{"title": "Uniquilling Quilling Paper Quilling Kit for Adults Beginner, 8 * 10-inch Letters, Exquisite DIY Paper Filigree Painting Kits Quilling Tools, Home Room Wall Art Decor Best Gifts(Basic)", "asin": "B09DSTDMWQ", "price": "$14.99", "delivery": "FREE delivery Fri, Apr 18 Only 9 left in stock - order soon."},
{"title": "Uniquilling Quilling Kit Paper Quilling Kit for Adults Beginner, Handmade DIY Craft Quilling Paper Filigree Painting Kit Tools, Room Wall Art Decor Gifts, 16 * 20-inch Great Wave Off Kanagawa (Basic)", "asin": "B0B7HCM662", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Only 8 left in stock - order soon."},
{"title": "WEBEEDY Paper Quilling Kit 20 Sets DIY Sea Animals Paper Quilling Kit with Paper Quilling Strips Supplies Ocean Greeting Card Making Kits for Beginners DIY Handmade Crafts Home Room Wall Decor Gift", "asin": "B0CX95HZ4J", "price": "$14.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Quilling Kits - Quilling Tools and Supplies,Paper Crimper,Quilling Paper", "asin": "B07Q49DCPJ", "price": "$42.99", "delivery": "FREE delivery Fri, Apr 18"},
{"title": "Tanstic 64Pcs Paper Quilling Kits, 45 Colors 900 Strips Paper Quilling Tools and Supplies for Beginners Perfect DIY Handcraft Quilling Set", "asin": "B09GB476HL", "price": "$17.12", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Only 20 left in stock - order soon."},
{"title": "Konsait 20 Pack Paper Quilling Accessories Kit - Quilling Supplies for Adults - DIY Drawing Handcraft", "asin": "B08D7GHX8Y", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Lind Kitchen 3D Domes Half Ball Mould 3-Row Paper Quilling Tools Plastic Mini Quilling Mold for DIY Paper Craft Tool, Pink", "asin": "B0BD7QPPRG", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Only 10 left in stock - order soon."},
{"title": "Uniquilling Quilling Paper Quilling Kit for Adults Beginner, 8 * 10-inch Letters, Exquisite DIY Paper Filigree Painting Kits Quilling Tools, Home Room Wall Art Decor Best Gifts(Basic)", "asin": "B09DSVC5L9", "price": "$19.60", "delivery": "FREE delivery Apr 23 - 29 for Prime members Only 1 left in stock - order soon."},
{"title": "Woohome Quilling Supplies Paper Quilling Kits with 12 Quilling Tools and 36 Colors 880 Strips Quilling Paper for Craft", "asin": "B0831DZ5RH", "price": "$16.90", "delivery": " Two-Day FREE delivery Thu, Apr 17 Only 1 left in stock - order soon."},
{"title": "Zorfeter 9 Sets Multi-Color Quilling Paper Strips Kits 900 Strips 42 Colors, 3mm Width, 15\" Length", "asin": "B091DZV862", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Uniquilling Quilling Kit, Paper Quilling Kits, 8 * 10-in Flower& Hummingbird Paper Filigree Kits with Quilling Tools& Using Manual, DIY Quilling Artwork Modern Wall Art for Living Room", "asin": "B0B6HCGNM9", "price": "$17.99", "delivery": " Two-Day FREE delivery Thu, Apr 17 Arrives before Easter"},
{"title": "WEBEEDY 20 Sets Paper Quilling Kits for Beginners DIY Lovely Animal Quilling Card Making Kits with 36 Colors Strips, 20 Cards, Paper Quilling Tools and Supplies Home Room Wall Art Decor Creative Gift", "asin": "B0CX976YRS", "price": "$18.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Ywait2long Paper Quilling Kit for Beginners, DIY Craft Kit, Paper Filigree Kit with 5 Different Quilling Patterns, Updated Paper Crimper, Glue and Other Essential Tools - Fun and Creative Gift", "asin": "B0DB1G1BLG", "price": "$23.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "JUYA Quilling Greeting Card Making Kit Mega Pack 10 Different Kits", "asin": "B07X3LX9H4", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "YURROAD 19pcs Beginners Quilling Tools Kit Electric Slotted Quilling Pen Template Board Curling Coach Crimper Comb Filigrana Tools Set", "asin": "B075F72CYZ", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "JoyPlus Quilling Kit for Beginners With Manual, 24 Supplies, Durable Storage, Updated Paper Crimper Tool, Premium Husking Board & Electronic Pen - Blue", "asin": "B08FMD6MV4", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "YURROAD Quilling Paper Set with 900pcs 5mm Quilling Paper Strips Filigree Tool Kit and Quilling Board Slotted Pen Curling Coach Crimper", "asin": "B073D6X23Y", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Uniquilling Quilling Paper Quilling Kit for Adults Beginner, 16 * 20-inch Purple Mandala, Exquisite DIY Paper Filigree Painting Kits Quilling Tools, Home Room Wall Art Decor Best Gifts(Basic)", "asin": "B09G2ZW9PR", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Only 14 left in stock - order soon."},
{"title": "IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)", "asin": "B01DVYWU36", "price": "$10.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool", "asin": "B07J4D6LZ1", "price": "$12.99", "delivery": "FREE delivery Sun, Apr 20 for Prime members Only 1 left in stock - order soon."},
{"title": "Uniquilling Quilling Paper Quilling Kit for Adults, 16 * 20-inch Flowers and Butterflies, Exquisite Handmade for Beginner DIY Craft Painting Kits Tools, Home Room Wall Art Decor Best Gifts(Basic)", "asin": "B0B8MLZDTS", "price": "$19.99", "delivery": "FREE delivery Fri, Apr 18 Arrives before Easter"},
{"title": "Saktopdeco Colorful Quilling Paper Flowers DIY Flowers Petal Paper Quilling Strips for Beginners Handmade Art Crafts, 13.7 Inch / 35 CM", "asin": "B093H8GMZR", "price": "$8.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter"},
{"title": "MDLUU Paper Quilling Kit with 1860 Strips and Quilling Tools and Storage Box, Paper Quilling Craft Great for DIY Learning Class, Home Decoration, Birthday Gift", "asin": "B07TSDRJ97", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Uniquilling Quilling Kit, Paper Quilling Kits, 8 * 10-in Green Turtle Paper Filigree Kits with Quilling Tools& Using Manual, DIY Quilling Artwork Modern Wall Art for Living Room", "asin": "B0B42J5436", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "WEBEEDY 20 Sets Paper Quilling Kit for Adult Beginner DIY Flower Basket Themes Quilling Blank Card Kit 5 Styles Flower Basket Greeting Card Making Kit with Instruction for Birthday Halloween Christmas", "asin": "B0DP44ZJB9", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter Only 3 left in stock - order soon."},
{"title": "Floranea 4 Pcs Paper Quilling Tools Slotted Kit Rolling Curling Quilling Needle Pen Rose Blue for Art Craft DIY Paper Cardmaking Project (4 pcs)", "asin": "B07N5CN84K", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Quill On World of Paper Quilling with Electric Quilling Tool | Paper Quilling Kit | Crafts for Girls Ages 8-12 | Craft Kit | 8 Year Old Girl Birthday Gift", "asin": "B0788K4V1M", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter"},
{"title": "Uniquilling Quilling Paper Quilling Kits for Adults and Kids Beginner, Exquisite Handmade for DIY Paper Filigree Painting Kits, Home Room Wall Art Decor Best Gifts, 8 * 10-inch Betta(Basic)", "asin": "B0B9645BTS", "price": "$19.60", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter Only 5 left in stock - order soon."},
{"title": "Quilling Paper Set for Beginners with 36 Colors 900 Strips 3MM Quilling Papers Quilling Template Board Quilling Comb Quilling Curling Coach Quilling Slotted Pen", "asin": "B0B2JYD274", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "JUYA Metallic Paper Quilling Set 2/3/5/7/10mm Width Available (24 Colors, Paper Width 3mm)", "asin": "B01M73FDFD", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "FAZHBARY 20 Inch / 50 CM Quilling Paper Flowers Kit Colorful 8 Different Petal Paper Quilling Strips Bulk for Beginners DIY Handmade Art Crafts", "asin": "B0BZYVBVLX", "price": "$8.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter"},
{"title": "Electric Slotted Tool Electric Quilling Pen Automated Paper Volume Curling Pen for Paper Rolling Crafts", "asin": "B09XQW4CQ8", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Uniquilling Quilling Kits Paper Quilling Kit for Adults Beginner, Paper Filigree Painting Kits DIY Kits for Adults with Complete Quilling Tools, Modern Wall Art for Living Room, 16*20-inch Owl(Basic)", "asin": "B099JHFXBF"},
{"title": "8 Pieces,Quilling Kits,Paper Quilling Tools,Quilling Knitting Board,Quilling Needles,Quilling Curling Coach,Paper Craft DIY Tools,Assorted Sizes Rolling Curling Quilling Needle Pen,XIWUMOER (Blue)", "asin": "B09Y985K1R", "price": "$7.19", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Uniquilling Quilling Kits, 8 * 10-in Letters A Paper Filigree Kits with Quilling Tools& Using Manual, Paper Quilling Kits, DIY Quilling Artwork Modern Wall Art for Living Room", "asin": "B09DSV2ZWK", "price": "$11.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Quilling Tool Quil Board with Pins Storage Box, Grid Guide Quilling Board for Making Paper Strips", "asin": "B075FR67QQ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "JUYA Multi-Color Paper Quilling Strips Set 60 Colors 10 packs 54cm Length Paper Width 3mm (0.12 in)", "asin": "B092MM9JYP", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "19pcs Paper Quilling Tools Kit Paper Strips DIY Tool Set with Slotted Pen Quilling Board Curling Coach Comb Crimper Border Buddy Filigrana Tool Kit", "asin": "B074BWQ316", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 18"},
{"title": "Uniquilling Quilling Paper Quilling Kit for Adults Beginner Handmade for DIY Paper Filigree Painting Kits, 16 * 20in Sunflower, Best Gift for Kids Family Friends, Home Room Wall Art Decor (Basic)", "asin": "B0BKGL1H8Z", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter"},
{"title": "PH PandaHall Paper Quilling Kit 360pcs Paper Quilling Strips Sunflower Quilling Pattern Template Board Quilling Patterns DIY Crafts Set for Beginner Adults 9.6x8.2in", "asin": "B0D5HXQH5G", "price": "$15.89", "delivery": "FREE delivery Sat, Apr 19 Arrives before Easter Only 5 left in stock - order soon."},
{"title": "Quilling Kit, Flower Sampler", "asin": "B002LN61R0", "price": "$4.95", "delivery": "$4.50 delivery Wed, Apr 23"},
{"title": "Uniquilling Quilling Kit, Paper Quilling Kits, 8 * 10-in Blue Turtle Paper Filigree Kits with Quilling Tools& Using Manual, DIY Quilling Artwork Modern Wall Art for Living Room", "asin": "B0B4JJZ916"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T18:04:19.566Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T17:22:04.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:04.911Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:23:49.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"paper quilling kit\"}],\n\"product_details\": [{\"asin\": \"B00Z1EEB28\"},\n{\"title\": \"JUYA Multi-color Quilling Strips Set 720 Strips 36 Colors 54cm Length/strip Paper Width 3mm\"},\n{\"price\": \"$9.99\"},\n{\"bullet_list\": \"Red, yellow, blue, green, purple, brown series colors, 36 colors total, good for beginers Each color is 20 strips, total is 720 strips. 6 colors and 120 strips in 1 package, total in 6 packages Each strip length is 54cm (approx. 21.26 in), good for create quilling project The paper is about 120gsm, you can choose width from 3mm,5mm,7mm,10mm This width is 3mm (approx. 0.12 in), very popular\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Paper Width 3mm\"}],\n\"promotion_items\": [{\"title\": \"IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)\", \"asin\": \"B01DVYWU36\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"9 Pack 900 Strips Quilling Paper Kit, 5mm x 39cm, 36 Shades of Colors, Quilling Paper, Arts and Craft, Card Design Making, Paper Flower Making\", \"asin\": \"B073WWCRNQ\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"TUPARKA 19 Pcs Paper Quilling Kits 45 Colors 900 Strips Quilling Art Paper DIY Craft\", \"asin\": \"B07R4HT35P\", \"price\": \"$15.39\", \"quantity\": \"\"},\n{\"title\": \"2 in 1 Quilling Slotted Tool Paper Rolling Electric Pen for General Quilling Paper Strips and Wider Paper Strips\", \"asin\": \"B07PPT35VM\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"JUYA Paper Quilling Gradient Series Set 10 Colors QP388 (10 Packs Individual, Width: 5mm)\", \"asin\": \"B07XYDLN1T\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"JUYA Quilling Paper and Tools Classic Set QK10 (Blue, Have Glue)\", \"asin\": \"B07GJCYP1X\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"PATIKIL 240pcs Quilling Strips Paper 3/8\\\"(10mm) 21\\\"(54cm) Origami Paper Quilling Strip for Art DIY Craft Christmas, Pink\", \"asin\": \"B0DV3M985W\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"180Pcs Quilling Paper Strips, 36 Colors Quilling Paper Set Quilling Strips with Length 53cm Width 7mm for DIY Arts and Crafts\", \"asin\": \"B0DT71VQLN\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"PATIKIL 240pcs Quilling Strips Paper 3/8\\\"(10mm) 21\\\"(54cm) Origami Paper Quilling Strip for Art DIY Craft Christmas, Light Blue\", \"asin\": \"B0DV3GD953\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"12 Pack Paper Quilling Tools Slotted Kit, Different Sizes Rolling Curling Quilling Needle Pen Paper Cardmaking Project Tools Set for Paper Flowers\", \"asin\": \"B08DX69D6R\", \"price\": \"$6.97\", \"quantity\": \"\"},\n{\"title\": \"Auvotuis 3mm Width Quilling Paper Strips 40 Colors 900 Strips Paper Quilling Strips Kit Origami Paper Strips for DIY Art Craft, Length 39cm\", \"asin\": \"B0CRHGTJ2G\", \"price\": \"$8.09\", \"quantity\": \"\"},\n{\"title\": \"TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool\", \"asin\": \"B07J4D6LZ1\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)\", \"asin\": \"B01DVYWU36\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Paper Quilling Strips Set\\uff0c36 Colors 900 Strips Width 3mm Length 39cm\", \"asin\": \"B073WWM4YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Zorfeter 9 Sets Multi-Color Quilling Paper Strips Kits 900 Strips 42 Colors, 3mm Width, 15\\\" Length\", \"asin\": \"B091DZV862\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)\", \"asin\": \"B017BFL6JU\", \"price\": \"$15.99\", \"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\": \"2025-04-15T18:05:44.746Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "paper quilling kit"}],
"product_details": [{"asin": "B00Z1EEB28"},
{"title": "JUYA Multi-color Quilling Strips Set 720 Strips 36 Colors 54cm Length/strip Paper Width 3mm"},
{"price": "$9.99"},
{"bullet_list": "Red, yellow, blue, green, purple, brown series colors, 36 colors total, good for beginers Each color is 20 strips, total is 720 strips. 6 colors and 120 strips in 1 package, total in 6 packages Each strip length is 54cm (approx. 21.26 in), good for create quilling project The paper is about 120gsm, you can choose width from 3mm,5mm,7mm,10mm This width is 3mm (approx. 0.12 in), very popular"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Paper Width 3mm"}],
"promotion_items": [{"title": "IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)", "asin": "B01DVYWU36", "price": "$10.99", "quantity": ""},
{"title": "9 Pack 900 Strips Quilling Paper Kit, 5mm x 39cm, 36 Shades of Colors, Quilling Paper, Arts and Craft, Card Design Making, Paper Flower Making", "asin": "B073WWCRNQ", "price": "$10.99", "quantity": ""},
{"title": "TUPARKA 19 Pcs Paper Quilling Kits 45 Colors 900 Strips Quilling Art Paper DIY Craft", "asin": "B07R4HT35P", "price": "$15.39", "quantity": ""},
{"title": "2 in 1 Quilling Slotted Tool Paper Rolling Electric Pen for General Quilling Paper Strips and Wider Paper Strips", "asin": "B07PPT35VM", "price": "$8.99", "quantity": ""},
{"title": "JUYA Paper Quilling Gradient Series Set 10 Colors QP388 (10 Packs Individual, Width: 5mm)", "asin": "B07XYDLN1T", "price": "$13.99", "quantity": ""},
{"title": "JUYA Quilling Paper and Tools Classic Set QK10 (Blue, Have Glue)", "asin": "B07GJCYP1X", "price": "$14.99", "quantity": ""},
{"title": "PATIKIL 240pcs Quilling Strips Paper 3/8\"(10mm) 21\"(54cm) Origami Paper Quilling Strip for Art DIY Craft Christmas, Pink", "asin": "B0DV3M985W", "price": "$9.99", "quantity": ""},
{"title": "180Pcs Quilling Paper Strips, 36 Colors Quilling Paper Set Quilling Strips with Length 53cm Width 7mm for DIY Arts and Crafts", "asin": "B0DT71VQLN", "price": "$6.99", "quantity": ""},
{"title": "PATIKIL 240pcs Quilling Strips Paper 3/8\"(10mm) 21\"(54cm) Origami Paper Quilling Strip for Art DIY Craft Christmas, Light Blue", "asin": "B0DV3GD953", "price": "$9.99", "quantity": ""},
{"title": "12 Pack Paper Quilling Tools Slotted Kit, Different Sizes Rolling Curling Quilling Needle Pen Paper Cardmaking Project Tools Set for Paper Flowers", "asin": "B08DX69D6R", "price": "$6.97", "quantity": ""},
{"title": "Auvotuis 3mm Width Quilling Paper Strips 40 Colors 900 Strips Paper Quilling Strips Kit Origami Paper Strips for DIY Art Craft, Length 39cm", "asin": "B0CRHGTJ2G", "price": "$8.09", "quantity": ""},
{"title": "TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool", "asin": "B07J4D6LZ1", "price": "$12.99", "quantity": ""},
{"title": "IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)", "asin": "B01DVYWU36", "price": "$10.99", "quantity": ""},
{"title": "Paper Quilling Strips Set\uff0c36 Colors 900 Strips Width 3mm Length 39cm", "asin": "B073WWM4YP", "price": "$10.99", "quantity": ""},
{"title": "Zorfeter 9 Sets Multi-Color Quilling Paper Strips Kits 900 Strips 42 Colors, 3mm Width, 15\" Length", "asin": "B091DZV862", "price": "$8.99", "quantity": ""},
{"title": "JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)", "asin": "B017BFL6JU", "price": "$15.99", "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": "2025-04-15T18:05:44.746Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-15T18:05:44.746Z
|
click
|
search
|
rule
|
2025-04-15T18:05:44.746Z
|
click
|
search
|
train
| 668 |
2025-04-15T18:05:44.746Z
|
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": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "paper quilling kit"}],
"product_details": [{"asin": "B00Z1EEB28"},
{"title": "JUYA Multi-color Quilling Strips Set 720 Strips 36 Colors 54cm Length/strip Paper Width 3mm"},
{"price": "$9.99"},
{"bullet_list": "Red, yellow, blue, green, purple, brown series colors, 36 colors total, good for beginers Each color is 20 strips, total is 720 strips. 6 colors and 120 strips in 1 package, total in 6 packages Each strip length is 54cm (approx. 21.26 in), good for create quilling project The paper is about 120gsm, you can choose width from 3mm,5mm,7mm,10mm This width is 3mm (approx. 0.12 in), very popular"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Paper Width 3mm"}],
"promotion_items": [{"title": "IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)", "asin": "B01DVYWU36", "price": "$10.99", "quantity": ""},
{"title": "9 Pack 900 Strips Quilling Paper Kit, 5mm x 39cm, 36 Shades of Colors, Quilling Paper, Arts and Craft, Card Design Making, Paper Flower Making", "asin": "B073WWCRNQ", "price": "$10.99", "quantity": ""},
{"title": "TUPARKA 19 Pcs Paper Quilling Kits 45 Colors 900 Strips Quilling Art Paper DIY Craft", "asin": "B07R4HT35P", "price": "$15.39", "quantity": ""},
{"title": "2 in 1 Quilling Slotted Tool Paper Rolling Electric Pen for General Quilling Paper Strips and Wider Paper Strips", "asin": "B07PPT35VM", "price": "$8.99", "quantity": ""},
{"title": "JUYA Paper Quilling Gradient Series Set 10 Colors QP388 (10 Packs Individual, Width: 5mm)", "asin": "B07XYDLN1T", "price": "$13.99", "quantity": ""},
{"title": "JUYA Quilling Paper and Tools Classic Set QK10 (Blue, Have Glue)", "asin": "B07GJCYP1X", "price": "$14.99", "quantity": ""},
{"title": "PATIKIL 240pcs Quilling Strips Paper 3/8\"(10mm) 21\"(54cm) Origami Paper Quilling Strip for Art DIY Craft Christmas, Pink", "asin": "B0DV3M985W", "price": "$9.99", "quantity": ""},
{"title": "180Pcs Quilling Paper Strips, 36 Colors Quilling Paper Set Quilling Strips with Length 53cm Width 7mm for DIY Arts and Crafts", "asin": "B0DT71VQLN", "price": "$6.99", "quantity": ""},
{"title": "PATIKIL 240pcs Quilling Strips Paper 3/8\"(10mm) 21\"(54cm) Origami Paper Quilling Strip for Art DIY Craft Christmas, Light Blue", "asin": "B0DV3GD953", "price": "$9.99", "quantity": ""},
{"title": "12 Pack Paper Quilling Tools Slotted Kit, Different Sizes Rolling Curling Quilling Needle Pen Paper Cardmaking Project Tools Set for Paper Flowers", "asin": "B08DX69D6R", "price": "$6.97", "quantity": ""},
{"title": "Auvotuis 3mm Width Quilling Paper Strips 40 Colors 900 Strips Paper Quilling Strips Kit Origami Paper Strips for DIY Art Craft, Length 39cm", "asin": "B0CRHGTJ2G", "price": "$8.09", "quantity": ""},
{"title": "TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool", "asin": "B07J4D6LZ1", "price": "$12.99", "quantity": ""},
{"title": "IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)", "asin": "B01DVYWU36", "price": "$10.99", "quantity": ""},
{"title": "Paper Quilling Strips Set\uff0c36 Colors 900 Strips Width 3mm Length 39cm", "asin": "B073WWM4YP", "price": "$10.99", "quantity": ""},
{"title": "Zorfeter 9 Sets Multi-Color Quilling Paper Strips Kits 900 Strips 42 Colors, 3mm Width, 15\" Length", "asin": "B091DZV862", "price": "$8.99", "quantity": ""},
{"title": "JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)", "asin": "B017BFL6JU", "price": "$15.99", "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": "2025-04-15T18:05:44.746Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T17:22:04.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:04.911Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:23:49.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"paper quilling strips\"}],\n\"product_details\": [{\"asin\": \"B00Z1EEB28\"},\n{\"title\": \"JUYA Multi-color Quilling Strips Set 720 Strips 36 Colors 54cm Length/strip Paper Width 3mm\"},\n{\"price\": \"$9.99\"},\n{\"bullet_list\": \"Red, yellow, blue, green, purple, brown series colors, 36 colors total, good for beginers Each color is 20 strips, total is 720 strips. 6 colors and 120 strips in 1 package, total in 6 packages Each strip length is 54cm (approx. 21.26 in), good for create quilling project The paper is about 120gsm, you can choose width from 3mm,5mm,7mm,10mm This width is 3mm (approx. 0.12 in), very popular\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Paper Width 3mm\"}],\n\"promotion_items\": [{\"title\": \"IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)\", \"asin\": \"B01DVYWU36\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"9 Pack 900 Strips Quilling Paper Kit, 5mm x 39cm, 36 Shades of Colors, Quilling Paper, Arts and Craft, Card Design Making, Paper Flower Making\", \"asin\": \"B073WWCRNQ\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"TUPARKA 19 Pcs Paper Quilling Kits 45 Colors 900 Strips Quilling Art Paper DIY Craft\", \"asin\": \"B07R4HT35P\", \"price\": \"$15.39\", \"quantity\": \"\"},\n{\"title\": \"2 in 1 Quilling Slotted Tool Paper Rolling Electric Pen for General Quilling Paper Strips and Wider Paper Strips\", \"asin\": \"B07PPT35VM\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"JUYA Paper Quilling Gradient Series Set 10 Colors QP388 (10 Packs Individual, Width: 5mm)\", \"asin\": \"B07XYDLN1T\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"JUYA Quilling Paper and Tools Classic Set QK10 (Blue, Have Glue)\", \"asin\": \"B07GJCYP1X\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"PATIKIL 240pcs Quilling Strips Paper 3/8\\\"(10mm) 21\\\"(54cm) Origami Paper Quilling Strip for Art DIY Craft Christmas, Pink\", \"asin\": \"B0DV3M985W\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"180Pcs Quilling Paper Strips, 36 Colors Quilling Paper Set Quilling Strips with Length 53cm Width 7mm for DIY Arts and Crafts\", \"asin\": \"B0DT71VQLN\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"PATIKIL 240pcs Quilling Strips Paper 3/8\\\"(10mm) 21\\\"(54cm) Origami Paper Quilling Strip for Art DIY Craft Christmas, Light Blue\", \"asin\": \"B0DV3GD953\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"12 Pack Paper Quilling Tools Slotted Kit, Different Sizes Rolling Curling Quilling Needle Pen Paper Cardmaking Project Tools Set for Paper Flowers\", \"asin\": \"B08DX69D6R\", \"price\": \"$6.97\", \"quantity\": \"\"},\n{\"title\": \"Auvotuis 3mm Width Quilling Paper Strips 40 Colors 900 Strips Paper Quilling Strips Kit Origami Paper Strips for DIY Art Craft, Length 39cm\", \"asin\": \"B0CRHGTJ2G\", \"price\": \"$8.09\", \"quantity\": \"\"},\n{\"title\": \"TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool\", \"asin\": \"B07J4D6LZ1\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)\", \"asin\": \"B01DVYWU36\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Paper Quilling Strips Set\\uff0c36 Colors 900 Strips Width 3mm Length 39cm\", \"asin\": \"B073WWM4YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Zorfeter 9 Sets Multi-Color Quilling Paper Strips Kits 900 Strips 42 Colors, 3mm Width, 15\\\" Length\", \"asin\": \"B091DZV862\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)\", \"asin\": \"B017BFL6JU\", \"price\": \"$15.99\", \"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\": \"2025-04-15T18:05:48.228Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "paper quilling strips"}],
"product_details": [{"asin": "B00Z1EEB28"},
{"title": "JUYA Multi-color Quilling Strips Set 720 Strips 36 Colors 54cm Length/strip Paper Width 3mm"},
{"price": "$9.99"},
{"bullet_list": "Red, yellow, blue, green, purple, brown series colors, 36 colors total, good for beginers Each color is 20 strips, total is 720 strips. 6 colors and 120 strips in 1 package, total in 6 packages Each strip length is 54cm (approx. 21.26 in), good for create quilling project The paper is about 120gsm, you can choose width from 3mm,5mm,7mm,10mm This width is 3mm (approx. 0.12 in), very popular"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Paper Width 3mm"}],
"promotion_items": [{"title": "IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)", "asin": "B01DVYWU36", "price": "$10.99", "quantity": ""},
{"title": "9 Pack 900 Strips Quilling Paper Kit, 5mm x 39cm, 36 Shades of Colors, Quilling Paper, Arts and Craft, Card Design Making, Paper Flower Making", "asin": "B073WWCRNQ", "price": "$10.99", "quantity": ""},
{"title": "TUPARKA 19 Pcs Paper Quilling Kits 45 Colors 900 Strips Quilling Art Paper DIY Craft", "asin": "B07R4HT35P", "price": "$15.39", "quantity": ""},
{"title": "2 in 1 Quilling Slotted Tool Paper Rolling Electric Pen for General Quilling Paper Strips and Wider Paper Strips", "asin": "B07PPT35VM", "price": "$8.99", "quantity": ""},
{"title": "JUYA Paper Quilling Gradient Series Set 10 Colors QP388 (10 Packs Individual, Width: 5mm)", "asin": "B07XYDLN1T", "price": "$13.99", "quantity": ""},
{"title": "JUYA Quilling Paper and Tools Classic Set QK10 (Blue, Have Glue)", "asin": "B07GJCYP1X", "price": "$14.99", "quantity": ""},
{"title": "PATIKIL 240pcs Quilling Strips Paper 3/8\"(10mm) 21\"(54cm) Origami Paper Quilling Strip for Art DIY Craft Christmas, Pink", "asin": "B0DV3M985W", "price": "$9.99", "quantity": ""},
{"title": "180Pcs Quilling Paper Strips, 36 Colors Quilling Paper Set Quilling Strips with Length 53cm Width 7mm for DIY Arts and Crafts", "asin": "B0DT71VQLN", "price": "$6.99", "quantity": ""},
{"title": "PATIKIL 240pcs Quilling Strips Paper 3/8\"(10mm) 21\"(54cm) Origami Paper Quilling Strip for Art DIY Craft Christmas, Light Blue", "asin": "B0DV3GD953", "price": "$9.99", "quantity": ""},
{"title": "12 Pack Paper Quilling Tools Slotted Kit, Different Sizes Rolling Curling Quilling Needle Pen Paper Cardmaking Project Tools Set for Paper Flowers", "asin": "B08DX69D6R", "price": "$6.97", "quantity": ""},
{"title": "Auvotuis 3mm Width Quilling Paper Strips 40 Colors 900 Strips Paper Quilling Strips Kit Origami Paper Strips for DIY Art Craft, Length 39cm", "asin": "B0CRHGTJ2G", "price": "$8.09", "quantity": ""},
{"title": "TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool", "asin": "B07J4D6LZ1", "price": "$12.99", "quantity": ""},
{"title": "IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)", "asin": "B01DVYWU36", "price": "$10.99", "quantity": ""},
{"title": "Paper Quilling Strips Set\uff0c36 Colors 900 Strips Width 3mm Length 39cm", "asin": "B073WWM4YP", "price": "$10.99", "quantity": ""},
{"title": "Zorfeter 9 Sets Multi-Color Quilling Paper Strips Kits 900 Strips 42 Colors, 3mm Width, 15\" Length", "asin": "B091DZV862", "price": "$8.99", "quantity": ""},
{"title": "JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)", "asin": "B017BFL6JU", "price": "$15.99", "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": "2025-04-15T18:05:48.228Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-15T18:05:48.228Z
|
click
|
search
|
rule
|
2025-04-15T18:05:48.228Z
|
click
|
search
|
train
| 669 |
2025-04-15T18:05:48.228Z
|
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": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "paper quilling strips"}],
"product_details": [{"asin": "B00Z1EEB28"},
{"title": "JUYA Multi-color Quilling Strips Set 720 Strips 36 Colors 54cm Length/strip Paper Width 3mm"},
{"price": "$9.99"},
{"bullet_list": "Red, yellow, blue, green, purple, brown series colors, 36 colors total, good for beginers Each color is 20 strips, total is 720 strips. 6 colors and 120 strips in 1 package, total in 6 packages Each strip length is 54cm (approx. 21.26 in), good for create quilling project The paper is about 120gsm, you can choose width from 3mm,5mm,7mm,10mm This width is 3mm (approx. 0.12 in), very popular"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Paper Width 3mm"}],
"promotion_items": [{"title": "IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)", "asin": "B01DVYWU36", "price": "$10.99", "quantity": ""},
{"title": "9 Pack 900 Strips Quilling Paper Kit, 5mm x 39cm, 36 Shades of Colors, Quilling Paper, Arts and Craft, Card Design Making, Paper Flower Making", "asin": "B073WWCRNQ", "price": "$10.99", "quantity": ""},
{"title": "TUPARKA 19 Pcs Paper Quilling Kits 45 Colors 900 Strips Quilling Art Paper DIY Craft", "asin": "B07R4HT35P", "price": "$15.39", "quantity": ""},
{"title": "2 in 1 Quilling Slotted Tool Paper Rolling Electric Pen for General Quilling Paper Strips and Wider Paper Strips", "asin": "B07PPT35VM", "price": "$8.99", "quantity": ""},
{"title": "JUYA Paper Quilling Gradient Series Set 10 Colors QP388 (10 Packs Individual, Width: 5mm)", "asin": "B07XYDLN1T", "price": "$13.99", "quantity": ""},
{"title": "JUYA Quilling Paper and Tools Classic Set QK10 (Blue, Have Glue)", "asin": "B07GJCYP1X", "price": "$14.99", "quantity": ""},
{"title": "PATIKIL 240pcs Quilling Strips Paper 3/8\"(10mm) 21\"(54cm) Origami Paper Quilling Strip for Art DIY Craft Christmas, Pink", "asin": "B0DV3M985W", "price": "$9.99", "quantity": ""},
{"title": "180Pcs Quilling Paper Strips, 36 Colors Quilling Paper Set Quilling Strips with Length 53cm Width 7mm for DIY Arts and Crafts", "asin": "B0DT71VQLN", "price": "$6.99", "quantity": ""},
{"title": "PATIKIL 240pcs Quilling Strips Paper 3/8\"(10mm) 21\"(54cm) Origami Paper Quilling Strip for Art DIY Craft Christmas, Light Blue", "asin": "B0DV3GD953", "price": "$9.99", "quantity": ""},
{"title": "12 Pack Paper Quilling Tools Slotted Kit, Different Sizes Rolling Curling Quilling Needle Pen Paper Cardmaking Project Tools Set for Paper Flowers", "asin": "B08DX69D6R", "price": "$6.97", "quantity": ""},
{"title": "Auvotuis 3mm Width Quilling Paper Strips 40 Colors 900 Strips Paper Quilling Strips Kit Origami Paper Strips for DIY Art Craft, Length 39cm", "asin": "B0CRHGTJ2G", "price": "$8.09", "quantity": ""},
{"title": "TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool", "asin": "B07J4D6LZ1", "price": "$12.99", "quantity": ""},
{"title": "IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)", "asin": "B01DVYWU36", "price": "$10.99", "quantity": ""},
{"title": "Paper Quilling Strips Set\uff0c36 Colors 900 Strips Width 3mm Length 39cm", "asin": "B073WWM4YP", "price": "$10.99", "quantity": ""},
{"title": "Zorfeter 9 Sets Multi-Color Quilling Paper Strips Kits 900 Strips 42 Colors, 3mm Width, 15\" Length", "asin": "B091DZV862", "price": "$8.99", "quantity": ""},
{"title": "JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)", "asin": "B017BFL6JU", "price": "$15.99", "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": "2025-04-15T18:05:48.228Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|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\": \"2025-04-29T16:14:07.634Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|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": "2025-04-29T16:14:07.634Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-29T16:14:07.634Z
|
input
|
air jordans for women
|
rule
|
2025-04-29T16:14:07.634Z
|
input
|
air jordans for women
|
train
| 670 |
2025-04-29T16:14:07.634Z
|
input
|
air jordans for women
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|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": "2025-04-29T16:14:07.634Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:14:38.909Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-29T16:14:38.909Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-29T16:14:38.909Z
|
input
|
air jordans for women
|
rule
|
2025-04-29T16:14:38.909Z
|
input
|
air jordans for women
|
train
| 671 |
2025-04-29T16:14:38.909Z
|
input
|
air jordans for women
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-29T16:14:38.909Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"air jordans for women\"}],\n\"promotion_items\": [{\"title\": \"TIOSEBON\\nWomen's Athletic Walking Shoes Slip On Casual Mesh-Comfortable Tennis Workout Sneakers\", \"asin\": \"B06Y5L9B28\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Feethit\\nWomens Slip On Walking Shoes Non Slip Running Shoes Breathable Workout Shoes Lightweight Gym Sneakers\", \"asin\": \"B088WXJ39C\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"Wrezatro\\nWomen's Slip on Walking Running Shoes Blade Tennis Casual Fashion Sneakers Comfort Non Slip Work Sport Athletic Trainer\", \"asin\": \"B0BCPNG3N7\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"kufeiti\\nWomen's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women\", \"asin\": \"B09228ZPP8\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B079RLYVJ3\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"DOGO\\nVegan Leather Sneakers for Women - Handmade and Unique Design Fashion Sneakers for Women\", \"asin\": \"B0CYZNXXT3\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"TIOSEBON\\nWomen's Athletic Walking Shoes Slip On Casual Mesh-Comfortable Tennis Workout Sneakers\", \"asin\": \"B06Y5L9B28\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"MAFEKE\\nWomen Air Athletic Running Shoes Fashion Tennis Breathable Lightweight Walking Sneakers\", \"asin\": \"B08S2TJDB9\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Feethit\\nWomens Slip On Walking Shoes Non Slip Running Shoes Breathable Workout Shoes Lightweight Gym Sneakers\", \"asin\": \"B088WXJ39C\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"Rothy's\\nThe Original Slip On Sneaker, Women's Casual Fashion Shoes, Made from Recycled Plastic Bottles & Machine Washable\", \"asin\": \"B0D6BWM5W4\", \"price\": \"$99.00\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Women Casual Shoes Ultra Lightweight Sneakers Athletic Walking Shoe Fashion Shoes\", \"asin\": \"B09B618MWL\", \"price\": \"$38.99\", \"delivery\": \"FREE delivery May 5 - 6 for Prime members Arrives before Mother's Day\"},\n{\"title\": \"Air Jordan 1 Low Women's Shoes\", \"asin\": \"B0D9672JPQ\", \"price\": \"$114.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Mens Free Rn 2018 Running Shoe\", \"asin\": \"B0C3PLKSCZ\", \"price\": \"$114.00\", \"delivery\": \"FREE delivery Thu, May 1 Or fastest delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Basketball Shoe\", \"asin\": \"B0C95CTRGR\", \"price\": \"$125.00\", \"delivery\": \"FREE delivery Thu, May 8 Or fastest delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Jordan Men's Air 1 Low Sneaker\", \"asin\": \"B09BK6M939\", \"price\": \"$109.95\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's Air Jordan 1 Low Shoes\", \"asin\": \"B0C5TC1Y6H\", \"price\": \"$115.00\", \"delivery\": \"FREE delivery May 6 - 12 Or fastest delivery May 2 - 6 Arrives before Mother's Day\"},\n{\"title\": \"Jordan Women's Air 1 Retro High OG University Blue (FD2596 400) - 8\", \"asin\": \"B0D9666S8K\", \"price\": \"$120.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Air 1 High Retro OG 'Satin Shadow' - (FD4810 010)\", \"asin\": \"B0DJTGCZX1\", \"price\": \"$129.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Air Jordan 1 Sneaker, White Black Panda Mid, 7\", \"asin\": \"B0C9FJNFSB\", \"price\": \"$124.00\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Womens Air Jordan 1 Retro Hi OG Sneakers Shoes\", \"asin\": \"B0CTMZ5N3P\", \"price\": \"$99.94\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n{\"title\": \"Jordan 1 Mid Women Shoes\", \"asin\": \"B0B8GBKL9V\", \"price\": \"$111.24\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Vegan Leather Sneakers for Women - Handmade and Unique Design Fashion Sneakers for Women\", \"asin\": \"B0CYZNXXT3\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day Only 1 left in stock - order soon.\"},\n{\"title\": \"Women's Athletic Walking Shoes Slip On Casual Mesh-Comfortable Tennis Workout Sneakers\", \"asin\": \"B06Y5L9B28\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Gymnastics Shoes Sneaker\", \"asin\": \"B0B1YB3D95\", \"price\": \"$152.00\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n{\"title\": \"Men's Air Jordan 1 Low Shoes\", \"asin\": \"B0D7TWYVH7\", \"price\": \"$109.95\", \"delivery\": \"FREE delivery May 6 - 12 Or fastest delivery May 2 - 6\"},\n{\"title\": \"Air Jordan 4 Retro Women Shoes\", \"asin\": \"B0DRQVYKPW\", \"price\": \"$304.00\", \"delivery\": \"FREE delivery May 9 - 12\"},\n{\"title\": \"1 Mid Women White/Black-Panda Mid DV0991-101 8\", \"asin\": \"B0C95CTZH2\", \"price\": \"$117.95\", \"delivery\": \"FREE delivery Thu, May 8 Or fastest delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Lightweight Walking Sneakers Air Cushion Tennis Athletic Running Fashion Sport Shoes for Girls\", \"asin\": \"B08F58JVMD\", \"price\": \"$36.65\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Womens Slip On Walking Shoes Non Slip Running Shoes Breathable Workout Shoes Lightweight Gym Sneakers\", \"asin\": \"B088WXJ39C\", \"price\": \"$38.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Air Athletic Running Shoes Fashion Sport Gym Jogging Tennis Fitness Sneaker US5.5-11\", \"asin\": \"B07TWZ9G3L\", \"price\": \"$41.99\", \"delivery\": \"FREE delivery May 10 - 15 for Prime members\"},\n{\"title\": \"Womens Ladies Walking Running Shoes Slip On Lightweight Casual Tennis Sneakers Clothes Shoes\", \"asin\": \"B08TBVPDX6\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Low-Top Sneakers\", \"asin\": \"B0B6FWX6HR\", \"price\": \"$90.00\", \"delivery\": \"FREE delivery Tue, May 6 for Prime members Arrives before Mother's Day\"},\n{\"title\": \"Women's Running Shoes\", \"asin\": \"B0CZHPJ49P\", \"price\": \"$124.52\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Sneaker Trail Running Shoes, 9 AU\", \"asin\": \"B013GJDNJG\", \"price\": \"$117.51\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Jordan Air 1 Mid Womens Sail/Light Dew-Muslin BQ6472-132 - Size: 6.5\", \"asin\": \"B0D7SY6NX1\", \"price\": \"$96.69\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's High Top Heightened Sole Air Cusion Causal Fashion Sneakers Canvas Shoes\", \"asin\": \"B08HND5PG3\", \"price\": \"$36.90\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women\", \"asin\": \"B09228ZPP8\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Sneakers for Women Running Shoes: Fashion Walking Womens Sneakers Casual Lightweight Tennis Shoes\", \"asin\": \"B077HQTBT6\", \"price\": \"$15.73\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Womens Princess Sneakers\", \"asin\": \"B000OCQ11Q\", \"price\": \"$46.86\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Jordan Womens WMNS Air Jordan 1 Low DC0774 105 White/Wolf Grey - Size 7.5W\", \"asin\": \"B09BK6Z2ZP\", \"price\": \"$119.95\", \"delivery\": \"FREE delivery May 2 - 6 Or fastest delivery Thu, May 1 Arrives before Mother's Day\"},\n{\"title\": \"Womens Dunk High WMNS DD1869\", \"asin\": \"B095KWGLGB\", \"delivery\": \"\"},\n{\"title\": \"Air Jordan 4 Retro Womens Shoes\", \"asin\": \"B0CZHJT1MW\", \"price\": \"$191.11\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n{\"title\": \"Nike Men's Mercurial Vapor II SG Football Boots\", \"asin\": \"B0D9KNT9CH\", \"price\": \"$124.93\", \"delivery\": \"FREE delivery Sun, May 4 for Prime members Arrives before Mother's Day\"},\n{\"title\": \"Women's Trendy High Top Skate Sneakers\", \"asin\": \"B0CZSVQNJQ\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women Air Running Shoes Athletic Tennis Walking Shoes Lightweight Fashion Sneakers for Gym Sport Jogging\", \"asin\": \"B09C83PFS9\", \"price\": \"$45.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Slip on Walking Running Shoes Blade Tennis Casual Fashion Sneakers Comfort Non Slip Work Sport Athletic Trainer\", \"asin\": \"B0BCPNG3N7\", \"price\": \"$37.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Womens Sneakers Slip On Walking Shoes Breathable Running Shoes Lightweight Mesh Gym Shoes Non Slip Workout Shoes\", \"asin\": \"B0CJTPV163\", \"price\": \"$28.49\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n{\"title\": \"Air Jordan 1 Mid Women's Shoes (BQ6472-400, Dark Powder Blue/White/Sail/Neutral Grey)\", \"asin\": \"B0DS6LV8BT\", \"price\": \"$106.97\", \"delivery\": \"FREE delivery Thu, May 1 Or fastest delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Jordan 1 Mid Women Shoes\", \"asin\": \"B0D7SSBXSC\", \"price\": \"$118.90\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n{\"title\": \"Women's WMNS Air Jordan 1 Low White/Wolf Grey, White/Wolf Grey/Aluminum, 9W\", \"asin\": \"B097S4BF66\", \"price\": \"$120.00\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n{\"title\": \"Nike Women's Gymnastics Shoes Sneaker\", \"asin\": \"B0C957R51F\", \"price\": \"$114.99\", \"delivery\": \"FREE delivery May 6 - 12 Or fastest delivery May 2 - 6 Arrives before Mother's Day\"},\n{\"title\": \"Jordan Women's 1 Retro HI OG Black/Legend MD Brown-White (FD2596 021) - 8.5\", \"asin\": \"B0CZHNYTTR\", \"price\": \"$125.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Air Jordan 1 Mid SE Women's Shoes (FZ8777-044, Football Grey/White/Gym Red/Midnight Navy)\", \"asin\": \"B0DNTRBH6N\", \"price\": \"$120.00\", \"delivery\": \"FREE delivery May 12 - 23 for Prime members\"},\n{\"title\": \"Air Jordan 6 Retro Pearl Women's Shoe (DQ4914-074, Pure Platinum/Metallic Gold/Coconut Milk) Size 6.5\", \"asin\": \"B0D966429T\", \"price\": \"$126.68\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n{\"title\": \"Air Jordan 1 Mid Women's Shoes (BQ6472-510, Indigo Haze/White/Doll)\", \"asin\": \"B0DYZ35YRM\", \"delivery\": \"\"},\n{\"title\": \"womens Aq9129\", \"asin\": \"B0CTMZFZV2\", \"delivery\": \"\"},\n{\"title\": \"Women's Air Jordan 1 Mid Shoes\", \"asin\": \"B0DM18LX66\", \"delivery\": \"\"},\n{\"title\": \"Men's Basketball Shoes\", \"asin\": \"B0CCJY4XJ6\", \"price\": \"$125.00\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n{\"title\": \"Women's Modern\", \"asin\": \"B0C9WBV9FD\", \"price\": \"$112.93\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n{\"title\": \"Nike Women's Shoes Air 1 Retro Low Slip Black Toe AV3918-102\", \"asin\": \"B084DHT3N1\", \"price\": \"$95.93\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's WMNS Air Jordan 1 Low Sneaker\", \"asin\": \"B0CCQP9Q26\", \"price\": \"$92.06\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n{\"title\": \"Dunk Low Mens Sneakers\", \"asin\": \"B08QBF4FG1\", \"price\": \"$96.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30\"},\n{\"title\": \"Air Jordan 1 Low Women's Shoes (DC0774-203, Rattan/Sail/Desert Camo)\", \"asin\": \"B0DRWF9VX7\", \"price\": \"$109.79\", \"delivery\": \"FREE delivery May 6 - 13 Or fastest delivery May 2 - 7 Arrives before Mother's Day\"},\n{\"title\": \"Air Jordan 1 Mid Women's Shoes (BQ6472-008, Photon Dust/Atmosphere Grey/White)\", \"asin\": \"B0DYL2QG9B\", \"price\": \"$138.41\", \"delivery\": \"FREE delivery May 6 - 13 Or fastest delivery May 2 - 7 Arrives before Mother's Day\"},\n{\"title\": \"Mens Free Rn 2018 Running Shoe\", \"asin\": \"B08QB8N6ZZ\", \"price\": \"$98.00\", \"delivery\": \"FREE delivery May 5 - 7 Or fastest delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Jordan Women's Air 1 Low SE Metallic Silver/Photon Dust (FN5030 001) - 7\", \"asin\": \"B0CZHNRHZM\", \"delivery\": \"\"},\n{\"title\": \"Jordan Women's 1 Retro HI OG Black/Legend MD Brown-White (FD2596 021)\", \"asin\": \"B0CZHNK9BV\", \"price\": \"$129.93\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Jordan 1 Retro High OG Women's Bubble Gum Atmosphere DD9335-641 (DD9335-641, Numeric_8_Point_5)\", \"asin\": \"B09P1WMCWY\", \"price\": \"$285.00\", \"delivery\": \"FREE delivery May 2 - 6 Or fastest delivery Thu, May 1 Arrives before Mother's Day\"},\n{\"title\": \"Men's Sneaker\", \"asin\": \"B0DLH3P5NF\", \"price\": \"$125.00\", \"delivery\": \"FREE delivery May 6 - 8\"},\n{\"title\": \"Women's Air Running Shoes Walking Tennis Sneakers Non-Slip Athletic Fashion Casual Light Shoes(US5.5-11 B(M)\", \"asin\": \"B096VJYJ48\", \"price\": \"$45.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Air Jordan 1 Low SE Women's Shoes (HF3174-600, Washed Coral/Washed Coral/Gym Red)\", \"asin\": \"B0DWYS398J\", \"price\": \"$125.00\", \"delivery\": \"FREE delivery Thu, May 8 Or fastest delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Modern Sneaker, 0\", \"asin\": \"B08Q9W4CKR\", \"price\": \"$105.00\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n{\"title\": \"Jordan Womens WMNS Air 1 Low DC0774 105 White/Wolf Grey - Size 6.5W\", \"asin\": \"B09BK6PGJR\", \"price\": \"$114.95\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:14:41.116Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "air jordans for women"}],
"promotion_items": [{"title": "TIOSEBON\nWomen's Athletic Walking Shoes Slip On Casual Mesh-Comfortable Tennis Workout Sneakers", "asin": "B06Y5L9B28", "price": "$23.99", "quantity": ""},
{"title": "Feethit\nWomens Slip On Walking Shoes Non Slip Running Shoes Breathable Workout Shoes Lightweight Gym Sneakers", "asin": "B088WXJ39C", "price": "$38.99", "quantity": ""},
{"title": "Wrezatro\nWomen's Slip on Walking Running Shoes Blade Tennis Casual Fashion Sneakers Comfort Non Slip Work Sport Athletic Trainer", "asin": "B0BCPNG3N7", "price": "$37.99", "quantity": ""},
{"title": "kufeiti\nWomen's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women", "asin": "B09228ZPP8", "price": "$18.99", "quantity": ""},
{"title": "", "asin": "B079RLYVJ3", "price": "", "quantity": ""},
{"title": "DOGO\nVegan Leather Sneakers for Women - Handmade and Unique Design Fashion Sneakers for Women", "asin": "B0CYZNXXT3", "price": "$79.99", "quantity": ""},
{"title": "TIOSEBON\nWomen's Athletic Walking Shoes Slip On Casual Mesh-Comfortable Tennis Workout Sneakers", "asin": "B06Y5L9B28", "price": "$23.99", "quantity": ""},
{"title": "MAFEKE\nWomen Air Athletic Running Shoes Fashion Tennis Breathable Lightweight Walking Sneakers", "asin": "B08S2TJDB9", "price": "$45.99", "quantity": ""},
{"title": "Feethit\nWomens Slip On Walking Shoes Non Slip Running Shoes Breathable Workout Shoes Lightweight Gym Sneakers", "asin": "B088WXJ39C", "price": "$38.99", "quantity": ""},
{"title": "Rothy's\nThe Original Slip On Sneaker, Women's Casual Fashion Shoes, Made from Recycled Plastic Bottles & Machine Washable", "asin": "B0D6BWM5W4", "price": "$99.00", "quantity": ""}],
"search_results": [{"title": "Women Casual Shoes Ultra Lightweight Sneakers Athletic Walking Shoe Fashion Shoes", "asin": "B09B618MWL", "price": "$38.99", "delivery": "FREE delivery May 5 - 6 for Prime members Arrives before Mother's Day"},
{"title": "Air Jordan 1 Low Women's Shoes", "asin": "B0D9672JPQ", "price": "$114.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Mens Free Rn 2018 Running Shoe", "asin": "B0C3PLKSCZ", "price": "$114.00", "delivery": "FREE delivery Thu, May 1 Or fastest delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Basketball Shoe", "asin": "B0C95CTRGR", "price": "$125.00", "delivery": "FREE delivery Thu, May 8 Or fastest delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Jordan Men's Air 1 Low Sneaker", "asin": "B09BK6M939", "price": "$109.95", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Air Jordan 1 Low Shoes", "asin": "B0C5TC1Y6H", "price": "$115.00", "delivery": "FREE delivery May 6 - 12 Or fastest delivery May 2 - 6 Arrives before Mother's Day"},
{"title": "Jordan Women's Air 1 Retro High OG University Blue (FD2596 400) - 8", "asin": "B0D9666S8K", "price": "$120.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Air 1 High Retro OG 'Satin Shadow' - (FD4810 010)", "asin": "B0DJTGCZX1", "price": "$129.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Air Jordan 1 Sneaker, White Black Panda Mid, 7", "asin": "B0C9FJNFSB", "price": "$124.00", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Womens Air Jordan 1 Retro Hi OG Sneakers Shoes", "asin": "B0CTMZ5N3P", "price": "$99.94", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Jordan 1 Mid Women Shoes", "asin": "B0B8GBKL9V", "price": "$111.24", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Vegan Leather Sneakers for Women - Handmade and Unique Design Fashion Sneakers for Women", "asin": "B0CYZNXXT3", "price": "$79.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day Only 1 left in stock - order soon."},
{"title": "Women's Athletic Walking Shoes Slip On Casual Mesh-Comfortable Tennis Workout Sneakers", "asin": "B06Y5L9B28", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Gymnastics Shoes Sneaker", "asin": "B0B1YB3D95", "price": "$152.00", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Men's Air Jordan 1 Low Shoes", "asin": "B0D7TWYVH7", "price": "$109.95", "delivery": "FREE delivery May 6 - 12 Or fastest delivery May 2 - 6"},
{"title": "Air Jordan 4 Retro Women Shoes", "asin": "B0DRQVYKPW", "price": "$304.00", "delivery": "FREE delivery May 9 - 12"},
{"title": "1 Mid Women White/Black-Panda Mid DV0991-101 8", "asin": "B0C95CTZH2", "price": "$117.95", "delivery": "FREE delivery Thu, May 8 Or fastest delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Lightweight Walking Sneakers Air Cushion Tennis Athletic Running Fashion Sport Shoes for Girls", "asin": "B08F58JVMD", "price": "$36.65", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Womens Slip On Walking Shoes Non Slip Running Shoes Breathable Workout Shoes Lightweight Gym Sneakers", "asin": "B088WXJ39C", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Air Athletic Running Shoes Fashion Sport Gym Jogging Tennis Fitness Sneaker US5.5-11", "asin": "B07TWZ9G3L", "price": "$41.99", "delivery": "FREE delivery May 10 - 15 for Prime members"},
{"title": "Womens Ladies Walking Running Shoes Slip On Lightweight Casual Tennis Sneakers Clothes Shoes", "asin": "B08TBVPDX6", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Low-Top Sneakers", "asin": "B0B6FWX6HR", "price": "$90.00", "delivery": "FREE delivery Tue, May 6 for Prime members Arrives before Mother's Day"},
{"title": "Women's Running Shoes", "asin": "B0CZHPJ49P", "price": "$124.52", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Sneaker Trail Running Shoes, 9 AU", "asin": "B013GJDNJG", "price": "$117.51", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Jordan Air 1 Mid Womens Sail/Light Dew-Muslin BQ6472-132 - Size: 6.5", "asin": "B0D7SY6NX1", "price": "$96.69", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's High Top Heightened Sole Air Cusion Causal Fashion Sneakers Canvas Shoes", "asin": "B08HND5PG3", "price": "$36.90", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women", "asin": "B09228ZPP8", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Sneakers for Women Running Shoes: Fashion Walking Womens Sneakers Casual Lightweight Tennis Shoes", "asin": "B077HQTBT6", "price": "$15.73", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Womens Princess Sneakers", "asin": "B000OCQ11Q", "price": "$46.86", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Jordan Womens WMNS Air Jordan 1 Low DC0774 105 White/Wolf Grey - Size 7.5W", "asin": "B09BK6Z2ZP", "price": "$119.95", "delivery": "FREE delivery May 2 - 6 Or fastest delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Womens Dunk High WMNS DD1869", "asin": "B095KWGLGB", "delivery": ""},
{"title": "Air Jordan 4 Retro Womens Shoes", "asin": "B0CZHJT1MW", "price": "$191.11", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Nike Men's Mercurial Vapor II SG Football Boots", "asin": "B0D9KNT9CH", "price": "$124.93", "delivery": "FREE delivery Sun, May 4 for Prime members Arrives before Mother's Day"},
{"title": "Women's Trendy High Top Skate Sneakers", "asin": "B0CZSVQNJQ", "price": "$37.99", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women Air Running Shoes Athletic Tennis Walking Shoes Lightweight Fashion Sneakers for Gym Sport Jogging", "asin": "B09C83PFS9", "price": "$45.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Slip on Walking Running Shoes Blade Tennis Casual Fashion Sneakers Comfort Non Slip Work Sport Athletic Trainer", "asin": "B0BCPNG3N7", "price": "$37.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Womens Sneakers Slip On Walking Shoes Breathable Running Shoes Lightweight Mesh Gym Shoes Non Slip Workout Shoes", "asin": "B0CJTPV163", "price": "$28.49", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Air Jordan 1 Mid Women's Shoes (BQ6472-400, Dark Powder Blue/White/Sail/Neutral Grey)", "asin": "B0DS6LV8BT", "price": "$106.97", "delivery": "FREE delivery Thu, May 1 Or fastest delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Jordan 1 Mid Women Shoes", "asin": "B0D7SSBXSC", "price": "$118.90", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Women's WMNS Air Jordan 1 Low White/Wolf Grey, White/Wolf Grey/Aluminum, 9W", "asin": "B097S4BF66", "price": "$120.00", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Nike Women's Gymnastics Shoes Sneaker", "asin": "B0C957R51F", "price": "$114.99", "delivery": "FREE delivery May 6 - 12 Or fastest delivery May 2 - 6 Arrives before Mother's Day"},
{"title": "Jordan Women's 1 Retro HI OG Black/Legend MD Brown-White (FD2596 021) - 8.5", "asin": "B0CZHNYTTR", "price": "$125.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Air Jordan 1 Mid SE Women's Shoes (FZ8777-044, Football Grey/White/Gym Red/Midnight Navy)", "asin": "B0DNTRBH6N", "price": "$120.00", "delivery": "FREE delivery May 12 - 23 for Prime members"},
{"title": "Air Jordan 6 Retro Pearl Women's Shoe (DQ4914-074, Pure Platinum/Metallic Gold/Coconut Milk) Size 6.5", "asin": "B0D966429T", "price": "$126.68", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Air Jordan 1 Mid Women's Shoes (BQ6472-510, Indigo Haze/White/Doll)", "asin": "B0DYZ35YRM", "delivery": ""},
{"title": "womens Aq9129", "asin": "B0CTMZFZV2", "delivery": ""},
{"title": "Women's Air Jordan 1 Mid Shoes", "asin": "B0DM18LX66", "delivery": ""},
{"title": "Men's Basketball Shoes", "asin": "B0CCJY4XJ6", "price": "$125.00", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Women's Modern", "asin": "B0C9WBV9FD", "price": "$112.93", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Nike Women's Shoes Air 1 Retro Low Slip Black Toe AV3918-102", "asin": "B084DHT3N1", "price": "$95.93", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's WMNS Air Jordan 1 Low Sneaker", "asin": "B0CCQP9Q26", "price": "$92.06", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Dunk Low Mens Sneakers", "asin": "B08QBF4FG1", "price": "$96.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 30"},
{"title": "Air Jordan 1 Low Women's Shoes (DC0774-203, Rattan/Sail/Desert Camo)", "asin": "B0DRWF9VX7", "price": "$109.79", "delivery": "FREE delivery May 6 - 13 Or fastest delivery May 2 - 7 Arrives before Mother's Day"},
{"title": "Air Jordan 1 Mid Women's Shoes (BQ6472-008, Photon Dust/Atmosphere Grey/White)", "asin": "B0DYL2QG9B", "price": "$138.41", "delivery": "FREE delivery May 6 - 13 Or fastest delivery May 2 - 7 Arrives before Mother's Day"},
{"title": "Mens Free Rn 2018 Running Shoe", "asin": "B08QB8N6ZZ", "price": "$98.00", "delivery": "FREE delivery May 5 - 7 Or fastest delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Jordan Women's Air 1 Low SE Metallic Silver/Photon Dust (FN5030 001) - 7", "asin": "B0CZHNRHZM", "delivery": ""},
{"title": "Jordan Women's 1 Retro HI OG Black/Legend MD Brown-White (FD2596 021)", "asin": "B0CZHNK9BV", "price": "$129.93", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Jordan 1 Retro High OG Women's Bubble Gum Atmosphere DD9335-641 (DD9335-641, Numeric_8_Point_5)", "asin": "B09P1WMCWY", "price": "$285.00", "delivery": "FREE delivery May 2 - 6 Or fastest delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Men's Sneaker", "asin": "B0DLH3P5NF", "price": "$125.00", "delivery": "FREE delivery May 6 - 8"},
{"title": "Women's Air Running Shoes Walking Tennis Sneakers Non-Slip Athletic Fashion Casual Light Shoes(US5.5-11 B(M)", "asin": "B096VJYJ48", "price": "$45.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Air Jordan 1 Low SE Women's Shoes (HF3174-600, Washed Coral/Washed Coral/Gym Red)", "asin": "B0DWYS398J", "price": "$125.00", "delivery": "FREE delivery Thu, May 8 Or fastest delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Modern Sneaker, 0", "asin": "B08Q9W4CKR", "price": "$105.00", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Jordan Womens WMNS Air 1 Low DC0774 105 White/Wolf Grey - Size 6.5W", "asin": "B09BK6PGJR", "price": "$114.95", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-29T16:14:41.116Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-29T16:14:41.116Z
|
click
|
search
|
rule
|
2025-04-29T16:14:41.116Z
|
click
|
search
|
train
| 672 |
2025-04-29T16:14:41.116Z
|
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": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "air jordans for women"}],
"promotion_items": [{"title": "TIOSEBON\nWomen's Athletic Walking Shoes Slip On Casual Mesh-Comfortable Tennis Workout Sneakers", "asin": "B06Y5L9B28", "price": "$23.99", "quantity": ""},
{"title": "Feethit\nWomens Slip On Walking Shoes Non Slip Running Shoes Breathable Workout Shoes Lightweight Gym Sneakers", "asin": "B088WXJ39C", "price": "$38.99", "quantity": ""},
{"title": "Wrezatro\nWomen's Slip on Walking Running Shoes Blade Tennis Casual Fashion Sneakers Comfort Non Slip Work Sport Athletic Trainer", "asin": "B0BCPNG3N7", "price": "$37.99", "quantity": ""},
{"title": "kufeiti\nWomen's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women", "asin": "B09228ZPP8", "price": "$18.99", "quantity": ""},
{"title": "", "asin": "B079RLYVJ3", "price": "", "quantity": ""},
{"title": "DOGO\nVegan Leather Sneakers for Women - Handmade and Unique Design Fashion Sneakers for Women", "asin": "B0CYZNXXT3", "price": "$79.99", "quantity": ""},
{"title": "TIOSEBON\nWomen's Athletic Walking Shoes Slip On Casual Mesh-Comfortable Tennis Workout Sneakers", "asin": "B06Y5L9B28", "price": "$23.99", "quantity": ""},
{"title": "MAFEKE\nWomen Air Athletic Running Shoes Fashion Tennis Breathable Lightweight Walking Sneakers", "asin": "B08S2TJDB9", "price": "$45.99", "quantity": ""},
{"title": "Feethit\nWomens Slip On Walking Shoes Non Slip Running Shoes Breathable Workout Shoes Lightweight Gym Sneakers", "asin": "B088WXJ39C", "price": "$38.99", "quantity": ""},
{"title": "Rothy's\nThe Original Slip On Sneaker, Women's Casual Fashion Shoes, Made from Recycled Plastic Bottles & Machine Washable", "asin": "B0D6BWM5W4", "price": "$99.00", "quantity": ""}],
"search_results": [{"title": "Women Casual Shoes Ultra Lightweight Sneakers Athletic Walking Shoe Fashion Shoes", "asin": "B09B618MWL", "price": "$38.99", "delivery": "FREE delivery May 5 - 6 for Prime members Arrives before Mother's Day"},
{"title": "Air Jordan 1 Low Women's Shoes", "asin": "B0D9672JPQ", "price": "$114.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Mens Free Rn 2018 Running Shoe", "asin": "B0C3PLKSCZ", "price": "$114.00", "delivery": "FREE delivery Thu, May 1 Or fastest delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Basketball Shoe", "asin": "B0C95CTRGR", "price": "$125.00", "delivery": "FREE delivery Thu, May 8 Or fastest delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Jordan Men's Air 1 Low Sneaker", "asin": "B09BK6M939", "price": "$109.95", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Air Jordan 1 Low Shoes", "asin": "B0C5TC1Y6H", "price": "$115.00", "delivery": "FREE delivery May 6 - 12 Or fastest delivery May 2 - 6 Arrives before Mother's Day"},
{"title": "Jordan Women's Air 1 Retro High OG University Blue (FD2596 400) - 8", "asin": "B0D9666S8K", "price": "$120.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Air 1 High Retro OG 'Satin Shadow' - (FD4810 010)", "asin": "B0DJTGCZX1", "price": "$129.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Air Jordan 1 Sneaker, White Black Panda Mid, 7", "asin": "B0C9FJNFSB", "price": "$124.00", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Womens Air Jordan 1 Retro Hi OG Sneakers Shoes", "asin": "B0CTMZ5N3P", "price": "$99.94", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Jordan 1 Mid Women Shoes", "asin": "B0B8GBKL9V", "price": "$111.24", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Vegan Leather Sneakers for Women - Handmade and Unique Design Fashion Sneakers for Women", "asin": "B0CYZNXXT3", "price": "$79.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day Only 1 left in stock - order soon."},
{"title": "Women's Athletic Walking Shoes Slip On Casual Mesh-Comfortable Tennis Workout Sneakers", "asin": "B06Y5L9B28", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Gymnastics Shoes Sneaker", "asin": "B0B1YB3D95", "price": "$152.00", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Men's Air Jordan 1 Low Shoes", "asin": "B0D7TWYVH7", "price": "$109.95", "delivery": "FREE delivery May 6 - 12 Or fastest delivery May 2 - 6"},
{"title": "Air Jordan 4 Retro Women Shoes", "asin": "B0DRQVYKPW", "price": "$304.00", "delivery": "FREE delivery May 9 - 12"},
{"title": "1 Mid Women White/Black-Panda Mid DV0991-101 8", "asin": "B0C95CTZH2", "price": "$117.95", "delivery": "FREE delivery Thu, May 8 Or fastest delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Lightweight Walking Sneakers Air Cushion Tennis Athletic Running Fashion Sport Shoes for Girls", "asin": "B08F58JVMD", "price": "$36.65", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Womens Slip On Walking Shoes Non Slip Running Shoes Breathable Workout Shoes Lightweight Gym Sneakers", "asin": "B088WXJ39C", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Air Athletic Running Shoes Fashion Sport Gym Jogging Tennis Fitness Sneaker US5.5-11", "asin": "B07TWZ9G3L", "price": "$41.99", "delivery": "FREE delivery May 10 - 15 for Prime members"},
{"title": "Womens Ladies Walking Running Shoes Slip On Lightweight Casual Tennis Sneakers Clothes Shoes", "asin": "B08TBVPDX6", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Low-Top Sneakers", "asin": "B0B6FWX6HR", "price": "$90.00", "delivery": "FREE delivery Tue, May 6 for Prime members Arrives before Mother's Day"},
{"title": "Women's Running Shoes", "asin": "B0CZHPJ49P", "price": "$124.52", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Sneaker Trail Running Shoes, 9 AU", "asin": "B013GJDNJG", "price": "$117.51", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Jordan Air 1 Mid Womens Sail/Light Dew-Muslin BQ6472-132 - Size: 6.5", "asin": "B0D7SY6NX1", "price": "$96.69", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's High Top Heightened Sole Air Cusion Causal Fashion Sneakers Canvas Shoes", "asin": "B08HND5PG3", "price": "$36.90", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women", "asin": "B09228ZPP8", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Sneakers for Women Running Shoes: Fashion Walking Womens Sneakers Casual Lightweight Tennis Shoes", "asin": "B077HQTBT6", "price": "$15.73", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Womens Princess Sneakers", "asin": "B000OCQ11Q", "price": "$46.86", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Jordan Womens WMNS Air Jordan 1 Low DC0774 105 White/Wolf Grey - Size 7.5W", "asin": "B09BK6Z2ZP", "price": "$119.95", "delivery": "FREE delivery May 2 - 6 Or fastest delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Womens Dunk High WMNS DD1869", "asin": "B095KWGLGB", "delivery": ""},
{"title": "Air Jordan 4 Retro Womens Shoes", "asin": "B0CZHJT1MW", "price": "$191.11", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Nike Men's Mercurial Vapor II SG Football Boots", "asin": "B0D9KNT9CH", "price": "$124.93", "delivery": "FREE delivery Sun, May 4 for Prime members Arrives before Mother's Day"},
{"title": "Women's Trendy High Top Skate Sneakers", "asin": "B0CZSVQNJQ", "price": "$37.99", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women Air Running Shoes Athletic Tennis Walking Shoes Lightweight Fashion Sneakers for Gym Sport Jogging", "asin": "B09C83PFS9", "price": "$45.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Slip on Walking Running Shoes Blade Tennis Casual Fashion Sneakers Comfort Non Slip Work Sport Athletic Trainer", "asin": "B0BCPNG3N7", "price": "$37.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Womens Sneakers Slip On Walking Shoes Breathable Running Shoes Lightweight Mesh Gym Shoes Non Slip Workout Shoes", "asin": "B0CJTPV163", "price": "$28.49", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Air Jordan 1 Mid Women's Shoes (BQ6472-400, Dark Powder Blue/White/Sail/Neutral Grey)", "asin": "B0DS6LV8BT", "price": "$106.97", "delivery": "FREE delivery Thu, May 1 Or fastest delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Jordan 1 Mid Women Shoes", "asin": "B0D7SSBXSC", "price": "$118.90", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Women's WMNS Air Jordan 1 Low White/Wolf Grey, White/Wolf Grey/Aluminum, 9W", "asin": "B097S4BF66", "price": "$120.00", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Nike Women's Gymnastics Shoes Sneaker", "asin": "B0C957R51F", "price": "$114.99", "delivery": "FREE delivery May 6 - 12 Or fastest delivery May 2 - 6 Arrives before Mother's Day"},
{"title": "Jordan Women's 1 Retro HI OG Black/Legend MD Brown-White (FD2596 021) - 8.5", "asin": "B0CZHNYTTR", "price": "$125.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Air Jordan 1 Mid SE Women's Shoes (FZ8777-044, Football Grey/White/Gym Red/Midnight Navy)", "asin": "B0DNTRBH6N", "price": "$120.00", "delivery": "FREE delivery May 12 - 23 for Prime members"},
{"title": "Air Jordan 6 Retro Pearl Women's Shoe (DQ4914-074, Pure Platinum/Metallic Gold/Coconut Milk) Size 6.5", "asin": "B0D966429T", "price": "$126.68", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Air Jordan 1 Mid Women's Shoes (BQ6472-510, Indigo Haze/White/Doll)", "asin": "B0DYZ35YRM", "delivery": ""},
{"title": "womens Aq9129", "asin": "B0CTMZFZV2", "delivery": ""},
{"title": "Women's Air Jordan 1 Mid Shoes", "asin": "B0DM18LX66", "delivery": ""},
{"title": "Men's Basketball Shoes", "asin": "B0CCJY4XJ6", "price": "$125.00", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Women's Modern", "asin": "B0C9WBV9FD", "price": "$112.93", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Nike Women's Shoes Air 1 Retro Low Slip Black Toe AV3918-102", "asin": "B084DHT3N1", "price": "$95.93", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's WMNS Air Jordan 1 Low Sneaker", "asin": "B0CCQP9Q26", "price": "$92.06", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Dunk Low Mens Sneakers", "asin": "B08QBF4FG1", "price": "$96.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 30"},
{"title": "Air Jordan 1 Low Women's Shoes (DC0774-203, Rattan/Sail/Desert Camo)", "asin": "B0DRWF9VX7", "price": "$109.79", "delivery": "FREE delivery May 6 - 13 Or fastest delivery May 2 - 7 Arrives before Mother's Day"},
{"title": "Air Jordan 1 Mid Women's Shoes (BQ6472-008, Photon Dust/Atmosphere Grey/White)", "asin": "B0DYL2QG9B", "price": "$138.41", "delivery": "FREE delivery May 6 - 13 Or fastest delivery May 2 - 7 Arrives before Mother's Day"},
{"title": "Mens Free Rn 2018 Running Shoe", "asin": "B08QB8N6ZZ", "price": "$98.00", "delivery": "FREE delivery May 5 - 7 Or fastest delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Jordan Women's Air 1 Low SE Metallic Silver/Photon Dust (FN5030 001) - 7", "asin": "B0CZHNRHZM", "delivery": ""},
{"title": "Jordan Women's 1 Retro HI OG Black/Legend MD Brown-White (FD2596 021)", "asin": "B0CZHNK9BV", "price": "$129.93", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Jordan 1 Retro High OG Women's Bubble Gum Atmosphere DD9335-641 (DD9335-641, Numeric_8_Point_5)", "asin": "B09P1WMCWY", "price": "$285.00", "delivery": "FREE delivery May 2 - 6 Or fastest delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Men's Sneaker", "asin": "B0DLH3P5NF", "price": "$125.00", "delivery": "FREE delivery May 6 - 8"},
{"title": "Women's Air Running Shoes Walking Tennis Sneakers Non-Slip Athletic Fashion Casual Light Shoes(US5.5-11 B(M)", "asin": "B096VJYJ48", "price": "$45.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Air Jordan 1 Low SE Women's Shoes (HF3174-600, Washed Coral/Washed Coral/Gym Red)", "asin": "B0DWYS398J", "price": "$125.00", "delivery": "FREE delivery Thu, May 8 Or fastest delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Modern Sneaker, 0", "asin": "B08Q9W4CKR", "price": "$105.00", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Jordan Womens WMNS Air 1 Low DC0774 105 White/Wolf Grey - Size 6.5W", "asin": "B09BK6PGJR", "price": "$114.95", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-29T16:14:41.116Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"adidas shoes for women\"}],\n\"promotion_items\": [{\"title\": \"adidas\\nWomen's Retrocross Spikeless Golf Shoe\", \"asin\": \"B09YWZ6KXH\", \"price\": \"$85.99\", \"quantity\": \"\"},\n{\"title\": \"adidas\\nWomen's Retrocross Spikeless Golf Shoe\", \"asin\": \"B09YX5LQBZ\", \"price\": \"$84.31\", \"quantity\": \"\"},\n{\"title\": \"adidas\\nWomen's Retrocross Spikeless Golf Shoe\", \"asin\": \"B0C67BSNHB\", \"price\": \"$67.95\", \"quantity\": \"\"},\n{\"title\": \"adidas\\nWomen's Tech Response Spikeless 3.0 Golf Shoe\", \"asin\": \"B09YX5Y2H4\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"adidas\\nWomen's Tech Response 3.0 Golf Shoe\", \"asin\": \"B09YX1RSHY\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"adidas\\nWomen's Codechaos Boa 25 Spikeless Golf Shoes Sneaker\", \"asin\": \"B0CQ1CCC4J\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"adidas\\nWomen's Adizero ZG Spikeless Shoes\", \"asin\": \"B0D64LM3QN\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"adidas\\nWomen's Ligra 7 Indoor Court Shoe\", \"asin\": \"\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"adidas\\nWomen's Gamecourt 2.0 Tennis Shoe\", \"asin\": \"\", \"price\": \"$61.97\", \"quantity\": \"\"},\n{\"title\": \"Reebok\\nWomens Princess Sneakers\", \"asin\": \"\", \"price\": \"$46.86\", \"quantity\": \"\"},\n{\"title\": \"TIOSEBON\\nWomen's Athletic Walking Shoes Slip On Casual Mesh-Comfortable Tennis Workout Sneakers\", \"asin\": \"\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Alicegana\\nSneakers for Women Running Shoes: Fashion Walking Womens Sneakers Casual Lightweight Tennis Shoes\", \"asin\": \"\", \"price\": \"$15.73\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"adidas Women's Run Falcon 5 Sneaker\", \"asin\": \"B0CKMKV6H8\"},\n{\"title\": \"adidas Women's Response Running Shoe\", \"asin\": \"B0D2JGNYGT\"},\n{\"title\": \"adidas Women's Duramo Sl Sneaker\", \"asin\": \"B0C2JZBTF9\"}],\n\"search_results\": [{\"title\": \"Womens Princess Sneakers\", \"asin\": \"B06XW4SF28\", \"price\": \"$46.86\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n{\"title\": \"Sneakers for Women - Lightweight Women's Fashion Sneakers Memory Foam Insole Womens Sneakers - Non-Slip Platform Shoes for Women Footwear - Women's Fashion (Nita)\", \"asin\": \"B0D5RMX4VK\", \"price\": \"$39.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Athletic Walking Shoes Slip On Casual Mesh-Comfortable Tennis Workout Sneakers\", \"asin\": \"B06Y5L9B28\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Womens Slip On Sneakers Women Walking Tennis Shoes Lightweight Casual Sneakers for Gym Travel Work\", \"asin\": \"B09Q328VWX\", \"price\": \"$23.18\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Womens Slip On Walking Shoes\\uff0cMemory Foam Lightweight Comfort Casual Workout Shoes,Yoga Or Tennis Or Running Sneakers\", \"asin\": \"B0CC8B7D6Y\", \"price\": \"$26.09\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n{\"title\": \"Women's VL Court 3.0 Sneaker\", \"asin\": \"B0C2JZJN6D\", \"price\": \"$56.24\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM Arrives before Mother's Day\"},\n{\"title\": \"Grand Court 2.0 - ID4485\", \"asin\": \"B09DXTJ1QR\", \"price\": \"$51.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM Arrives before Mother's Day\"},\n{\"title\": \"Women's X_PLR Path Sneaker\", \"asin\": \"B0CPSB45BQ\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Cloudfoam Pure Sportswear Sneaker\", \"asin\": \"B0BZ5NB719\", \"price\": \"$49.52\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Unisex Adult Samba Indoor Soccer Shoe\", \"asin\": \"B0CKMKPDFZ\", \"price\": \"$89.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Advantage Sneaker\", \"asin\": \"B08JMGGFFN\", \"price\": \"$36.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30\"},\n{\"title\": \"Sneakers for Women Running Shoes: Fashion Walking Womens Sneakers Casual Lightweight Tennis Shoes\", \"asin\": \"B077HQTBT6\", \"price\": \"$15.73\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Womens Ladies Walking Running Shoes Slip On Lightweight Casual Tennis Sneakers Clothes Shoes\", \"asin\": \"B0948XLJVR\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Womens Slip On Running Shoes Non Slip Walking Shoes Lightweight Gym Workout Shoes Breathable Fashion Sneakers\", \"asin\": \"B08HLGQVC9\", \"price\": \"$38.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Womens Running Shoes Lightweight Tennis Shoes Slip On Walking Shoes Breathable Sneakers for Gym Travel Work\", \"asin\": \"B0DS7DRPLL\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n{\"title\": \"Women's Grand Court 2.0 Tennis Shoe\", \"asin\": \"B09VCJYS93\", \"price\": \"$56.23\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's Run Falcon 5 Sneaker\", \"asin\": \"B0CKM8KNLC\", \"price\": \"$48.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Run 72 Sneaker\", \"asin\": \"B0CKMQNH37\", \"price\": \"$69.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"adidas Women's VL Court Bold Sneaker\", \"asin\": \"B0D2JJG3M5\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n{\"title\": \"Women's Energycloud Lightweight Slip On Walking Running Shoes\", \"asin\": \"B09PNFQFYR\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Clarks Women's Merliah Karli Sandal, Metallic, 5\", \"asin\": \"B08GNDBBMD\", \"price\": \"$65.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Slip on Loafer Shoes - Mesh Casual Ballet Flat Nurse Walking Sneakers Knit Round Toe Memory Foam Casual Shoes\", \"asin\": \"B08F583LKG\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Laurieann Kay Flat Sandal\", \"asin\": \"B08WJNQS52\", \"price\": \"$60.38\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Swift Run Sneaker\", \"asin\": \"B0BHQJNS4G\", \"price\": \"$60.00\", \"delivery\": \"FREE delivery May 14 - 26 for Prime members\"},\n{\"title\": \"Women's Vl Court Bold Sneaker\", \"asin\": \"B0CKMNN28J\", \"price\": \"$74.99\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n{\"title\": \"Women's VL Court Bold Sneaker\", \"asin\": \"B0CCQWDNYZ\", \"price\": \"$60.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Ultrarun 5 Running Sneaker\", \"asin\": \"B0CKM9947L\", \"price\": \"$56.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"White PU Leather Sneakers for Women Low Top Lace Up Tennis Shoes Women's Fashion Casual Shoes Sneakers\", \"asin\": \"B0D31M8VCR\", \"price\": \"$22.87\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers\", \"asin\": \"B0DB2DFCXZ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n{\"title\": \"adidas Women's Breaknet Sleek Sneaker\", \"asin\": \"B0D22WV8XL\", \"price\": \"$65.00\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's Bravada 2.0 Platform Sneaker\", \"asin\": \"B0BG9175WH\", \"price\": \"$42.66\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Stan Smith Shoes\", \"asin\": \"B087CC5BRP\", \"price\": \"$34.37\", \"delivery\": \"FREE delivery May 6 - 7 for Prime members Arrives before Mother's Day\"},\n{\"title\": \"Women's Response Running Shoe\", \"asin\": \"B0CKMLJFK5\", \"price\": \"$42.87\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n{\"title\": \"Women's Cloudfoam Pure 2.0 Running Shoe\", \"asin\": \"B08CYD7L6C\", \"price\": \"$69.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Gazelle Indoor Womens Sneakers\", \"asin\": \"B0D3JBBT9H\", \"price\": \"$115.00\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n{\"title\": \"Women's Grand Court Alpha 00s Sneaker\", \"asin\": \"B0CKMNLCYC\", \"price\": \"$49.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Cloudfoam Pure Sportswear Sneaker\", \"asin\": \"B0D4PRPFFV\", \"price\": \"$53.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Advantage 2.0 Sneaker\", \"asin\": \"B0CKMPXDYY\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n{\"title\": \"adidas Women's Cloudfoam Comfy Sneaker\", \"asin\": \"B0D2JFHP24\", \"price\": \"$42.14\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n{\"title\": \"Women's Charged Assert 9 Running Shoe\", \"asin\": \"B087TBKDF3\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Ultraboost 1.0 Shoe\", \"asin\": \"B0CPSBZH26\", \"price\": \"$80.00\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's Terrex Soulstride Sneaker\", \"asin\": \"B0BG3F4DDJ\", \"price\": \"$59.20\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Breaknet Sleek Sneaker\", \"asin\": \"B0CKMNRG16\", \"price\": \"$52.73\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n{\"title\": \"Women's Grand Court Alpha Sneaker\", \"asin\": \"B0C2JZDCHT\", \"price\": \"$54.45\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Runfalcon 3 Running Shoe\", \"asin\": \"B0C9SPXL8W\", \"price\": \"$39.00\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n{\"title\": \"Women's Prowl Slip-On Cross Trainer\", \"asin\": \"B07TP4BZWX\", \"price\": \"$50.72\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Kids' Samba Indoor Sneaker\", \"asin\": \"B0CKMCHMW6\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30\"},\n{\"title\": \"Women's Run 70s 2.0 Sneaker\", \"asin\": \"B0D3P5XP2K\", \"price\": \"$54.99\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's Response Running Sneaker\", \"asin\": \"B0CM84CJKZ\", \"price\": \"$54.98\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's Superlite 3.0 6-Pack Super No Show, Athletic Socks, Invisible Ultra Low-Profile, Cushion & Arch Compression\", \"asin\": \"B0BZR2T4VT\", \"price\": \"$12.60\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30\"},\n{\"title\": \"Women's 574 Core Sneaker\", \"asin\": \"B093QJY13N\", \"price\": \"$89.95\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n{\"title\": \"Women's Carina Leather Sneaker\", \"asin\": \"B07HJLYCJT\", \"price\": \"$64.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Racer Tr23 Shoes Sneaker\", \"asin\": \"B0BZ5B1GKS\", \"price\": \"$52.00\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n{\"title\": \"Women's Cheery Comfort Plush Foam Sneaker\", \"asin\": \"B082Y3PN8G\", \"price\": \"$29.98\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM Arrives before Mother's Day\"},\n{\"title\": \"Women's Advantage Sneaker\", \"asin\": \"B0C2K28NN3\", \"price\": \"$39.64\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Barreda Decode Sneaker\", \"asin\": \"B0D22V575Q\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Mon, May 5 for Prime members Arrives before Mother's Day\"},\n{\"title\": \"Women's Ftwwht/Silvmt/Greone Samba OG W FTWR whiteSilver met./Grey one 7 US\", \"asin\": \"B0DDQN538K\", \"price\": \"$130.00\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n{\"title\": \"Women's Loven Sneaker\", \"asin\": \"B08DWR81ZG\", \"price\": \"$29.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Puremotion Running Shoe\", \"asin\": \"B087KVPY8X\", \"price\": \"$43.89\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n{\"title\": \"Women's Fresh Foam Arishi V4 Running Shoe\", \"asin\": \"B09H3NFZHB\", \"price\": \"$59.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's 515 V3 Sneaker\", \"asin\": \"B09YBD8S3Z\", \"price\": \"$74.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's UBounce DNA Sneaker\", \"asin\": \"B0BZ5SP5LN\", \"price\": \"$44.00\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's Run Falcon 5 Trail Sneaker\", \"asin\": \"B0D3P49JPB\", \"price\": \"$38.85\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:15:32.061Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "adidas shoes for women"}],
"promotion_items": [{"title": "adidas\nWomen's Retrocross Spikeless Golf Shoe", "asin": "B09YWZ6KXH", "price": "$85.99", "quantity": ""},
{"title": "adidas\nWomen's Retrocross Spikeless Golf Shoe", "asin": "B09YX5LQBZ", "price": "$84.31", "quantity": ""},
{"title": "adidas\nWomen's Retrocross Spikeless Golf Shoe", "asin": "B0C67BSNHB", "price": "$67.95", "quantity": ""},
{"title": "adidas\nWomen's Tech Response Spikeless 3.0 Golf Shoe", "asin": "B09YX5Y2H4", "price": "$69.99", "quantity": ""},
{"title": "adidas\nWomen's Tech Response 3.0 Golf Shoe", "asin": "B09YX1RSHY", "price": "$69.99", "quantity": ""},
{"title": "adidas\nWomen's Codechaos Boa 25 Spikeless Golf Shoes Sneaker", "asin": "B0CQ1CCC4J", "price": "$109.99", "quantity": ""},
{"title": "adidas\nWomen's Adizero ZG Spikeless Shoes", "asin": "B0D64LM3QN", "price": "$179.99", "quantity": ""},
{"title": "adidas\nWomen's Ligra 7 Indoor Court Shoe", "asin": "", "price": "$69.95", "quantity": ""},
{"title": "adidas\nWomen's Gamecourt 2.0 Tennis Shoe", "asin": "", "price": "$61.97", "quantity": ""},
{"title": "Reebok\nWomens Princess Sneakers", "asin": "", "price": "$46.86", "quantity": ""},
{"title": "TIOSEBON\nWomen's Athletic Walking Shoes Slip On Casual Mesh-Comfortable Tennis Workout Sneakers", "asin": "", "price": "$23.99", "quantity": ""},
{"title": "Alicegana\nSneakers for Women Running Shoes: Fashion Walking Womens Sneakers Casual Lightweight Tennis Shoes", "asin": "", "price": "$15.73", "quantity": ""}],
"ads": [{"title": "adidas Women's Run Falcon 5 Sneaker", "asin": "B0CKMKV6H8"},
{"title": "adidas Women's Response Running Shoe", "asin": "B0D2JGNYGT"},
{"title": "adidas Women's Duramo Sl Sneaker", "asin": "B0C2JZBTF9"}],
"search_results": [{"title": "Womens Princess Sneakers", "asin": "B06XW4SF28", "price": "$46.86", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Sneakers for Women - Lightweight Women's Fashion Sneakers Memory Foam Insole Womens Sneakers - Non-Slip Platform Shoes for Women Footwear - Women's Fashion (Nita)", "asin": "B0D5RMX4VK", "price": "$39.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Athletic Walking Shoes Slip On Casual Mesh-Comfortable Tennis Workout Sneakers", "asin": "B06Y5L9B28", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Womens Slip On Sneakers Women Walking Tennis Shoes Lightweight Casual Sneakers for Gym Travel Work", "asin": "B09Q328VWX", "price": "$23.18", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Womens Slip On Walking Shoes\uff0cMemory Foam Lightweight Comfort Casual Workout Shoes,Yoga Or Tennis Or Running Sneakers", "asin": "B0CC8B7D6Y", "price": "$26.09", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Women's VL Court 3.0 Sneaker", "asin": "B0C2JZJN6D", "price": "$56.24", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM Arrives before Mother's Day"},
{"title": "Grand Court 2.0 - ID4485", "asin": "B09DXTJ1QR", "price": "$51.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM Arrives before Mother's Day"},
{"title": "Women's X_PLR Path Sneaker", "asin": "B0CPSB45BQ", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Cloudfoam Pure Sportswear Sneaker", "asin": "B0BZ5NB719", "price": "$49.52", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Unisex Adult Samba Indoor Soccer Shoe", "asin": "B0CKMKPDFZ", "price": "$89.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Advantage Sneaker", "asin": "B08JMGGFFN", "price": "$36.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 30"},
{"title": "Sneakers for Women Running Shoes: Fashion Walking Womens Sneakers Casual Lightweight Tennis Shoes", "asin": "B077HQTBT6", "price": "$15.73", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Womens Ladies Walking Running Shoes Slip On Lightweight Casual Tennis Sneakers Clothes Shoes", "asin": "B0948XLJVR", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Womens Slip On Running Shoes Non Slip Walking Shoes Lightweight Gym Workout Shoes Breathable Fashion Sneakers", "asin": "B08HLGQVC9", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Womens Running Shoes Lightweight Tennis Shoes Slip On Walking Shoes Breathable Sneakers for Gym Travel Work", "asin": "B0DS7DRPLL", "price": "$18.99", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Grand Court 2.0 Tennis Shoe", "asin": "B09VCJYS93", "price": "$56.23", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Run Falcon 5 Sneaker", "asin": "B0CKM8KNLC", "price": "$48.75", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Run 72 Sneaker", "asin": "B0CKMQNH37", "price": "$69.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "adidas Women's VL Court Bold Sneaker", "asin": "B0D2JJG3M5", "price": "$79.99", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Energycloud Lightweight Slip On Walking Running Shoes", "asin": "B09PNFQFYR", "price": "$33.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Clarks Women's Merliah Karli Sandal, Metallic, 5", "asin": "B08GNDBBMD", "price": "$65.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Slip on Loafer Shoes - Mesh Casual Ballet Flat Nurse Walking Sneakers Knit Round Toe Memory Foam Casual Shoes", "asin": "B08F583LKG", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Laurieann Kay Flat Sandal", "asin": "B08WJNQS52", "price": "$60.38", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Swift Run Sneaker", "asin": "B0BHQJNS4G", "price": "$60.00", "delivery": "FREE delivery May 14 - 26 for Prime members"},
{"title": "Women's Vl Court Bold Sneaker", "asin": "B0CKMNN28J", "price": "$74.99", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's VL Court Bold Sneaker", "asin": "B0CCQWDNYZ", "price": "$60.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Ultrarun 5 Running Sneaker", "asin": "B0CKM9947L", "price": "$56.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "White PU Leather Sneakers for Women Low Top Lace Up Tennis Shoes Women's Fashion Casual Shoes Sneakers", "asin": "B0D31M8VCR", "price": "$22.87", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers", "asin": "B0DB2DFCXZ", "price": "$28.99", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "adidas Women's Breaknet Sleek Sneaker", "asin": "B0D22WV8XL", "price": "$65.00", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Bravada 2.0 Platform Sneaker", "asin": "B0BG9175WH", "price": "$42.66", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Stan Smith Shoes", "asin": "B087CC5BRP", "price": "$34.37", "delivery": "FREE delivery May 6 - 7 for Prime members Arrives before Mother's Day"},
{"title": "Women's Response Running Shoe", "asin": "B0CKMLJFK5", "price": "$42.87", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Cloudfoam Pure 2.0 Running Shoe", "asin": "B08CYD7L6C", "price": "$69.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Gazelle Indoor Womens Sneakers", "asin": "B0D3JBBT9H", "price": "$115.00", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Women's Grand Court Alpha 00s Sneaker", "asin": "B0CKMNLCYC", "price": "$49.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Cloudfoam Pure Sportswear Sneaker", "asin": "B0D4PRPFFV", "price": "$53.19", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Advantage 2.0 Sneaker", "asin": "B0CKMPXDYY", "price": "$38.99", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "adidas Women's Cloudfoam Comfy Sneaker", "asin": "B0D2JFHP24", "price": "$42.14", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Charged Assert 9 Running Shoe", "asin": "B087TBKDF3", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Ultraboost 1.0 Shoe", "asin": "B0CPSBZH26", "price": "$80.00", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Terrex Soulstride Sneaker", "asin": "B0BG3F4DDJ", "price": "$59.20", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Breaknet Sleek Sneaker", "asin": "B0CKMNRG16", "price": "$52.73", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Women's Grand Court Alpha Sneaker", "asin": "B0C2JZDCHT", "price": "$54.45", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Runfalcon 3 Running Shoe", "asin": "B0C9SPXL8W", "price": "$39.00", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Prowl Slip-On Cross Trainer", "asin": "B07TP4BZWX", "price": "$50.72", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Kids' Samba Indoor Sneaker", "asin": "B0CKMCHMW6", "price": "$69.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30"},
{"title": "Women's Run 70s 2.0 Sneaker", "asin": "B0D3P5XP2K", "price": "$54.99", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Response Running Sneaker", "asin": "B0CM84CJKZ", "price": "$54.98", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Superlite 3.0 6-Pack Super No Show, Athletic Socks, Invisible Ultra Low-Profile, Cushion & Arch Compression", "asin": "B0BZR2T4VT", "price": "$12.60", "delivery": " One-Day FREE delivery Tomorrow, Apr 30"},
{"title": "Women's 574 Core Sneaker", "asin": "B093QJY13N", "price": "$89.95", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Carina Leather Sneaker", "asin": "B07HJLYCJT", "price": "$64.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Racer Tr23 Shoes Sneaker", "asin": "B0BZ5B1GKS", "price": "$52.00", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Cheery Comfort Plush Foam Sneaker", "asin": "B082Y3PN8G", "price": "$29.98", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM Arrives before Mother's Day"},
{"title": "Women's Advantage Sneaker", "asin": "B0C2K28NN3", "price": "$39.64", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Barreda Decode Sneaker", "asin": "B0D22V575Q", "price": "$59.99", "delivery": "FREE delivery Mon, May 5 for Prime members Arrives before Mother's Day"},
{"title": "Women's Ftwwht/Silvmt/Greone Samba OG W FTWR whiteSilver met./Grey one 7 US", "asin": "B0DDQN538K", "price": "$130.00", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Women's Loven Sneaker", "asin": "B08DWR81ZG", "price": "$29.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Puremotion Running Shoe", "asin": "B087KVPY8X", "price": "$43.89", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Fresh Foam Arishi V4 Running Shoe", "asin": "B09H3NFZHB", "price": "$59.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's 515 V3 Sneaker", "asin": "B09YBD8S3Z", "price": "$74.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's UBounce DNA Sneaker", "asin": "B0BZ5SP5LN", "price": "$44.00", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Run Falcon 5 Trail Sneaker", "asin": "B0D3P49JPB", "price": "$38.85", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-29T16:15:32.061Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-29T16:15:32.061Z
|
click_product
|
B09VCJYS93
|
rule
|
2025-04-29T16:15:32.061Z
|
click_product
|
B09VCJYS93
|
train
| 673 |
2025-04-29T16:15:32.061Z
|
click_product
|
B09VCJYS93
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "adidas shoes for women"}],
"promotion_items": [{"title": "adidas\nWomen's Retrocross Spikeless Golf Shoe", "asin": "B09YWZ6KXH", "price": "$85.99", "quantity": ""},
{"title": "adidas\nWomen's Retrocross Spikeless Golf Shoe", "asin": "B09YX5LQBZ", "price": "$84.31", "quantity": ""},
{"title": "adidas\nWomen's Retrocross Spikeless Golf Shoe", "asin": "B0C67BSNHB", "price": "$67.95", "quantity": ""},
{"title": "adidas\nWomen's Tech Response Spikeless 3.0 Golf Shoe", "asin": "B09YX5Y2H4", "price": "$69.99", "quantity": ""},
{"title": "adidas\nWomen's Tech Response 3.0 Golf Shoe", "asin": "B09YX1RSHY", "price": "$69.99", "quantity": ""},
{"title": "adidas\nWomen's Codechaos Boa 25 Spikeless Golf Shoes Sneaker", "asin": "B0CQ1CCC4J", "price": "$109.99", "quantity": ""},
{"title": "adidas\nWomen's Adizero ZG Spikeless Shoes", "asin": "B0D64LM3QN", "price": "$179.99", "quantity": ""},
{"title": "adidas\nWomen's Ligra 7 Indoor Court Shoe", "asin": "", "price": "$69.95", "quantity": ""},
{"title": "adidas\nWomen's Gamecourt 2.0 Tennis Shoe", "asin": "", "price": "$61.97", "quantity": ""},
{"title": "Reebok\nWomens Princess Sneakers", "asin": "", "price": "$46.86", "quantity": ""},
{"title": "TIOSEBON\nWomen's Athletic Walking Shoes Slip On Casual Mesh-Comfortable Tennis Workout Sneakers", "asin": "", "price": "$23.99", "quantity": ""},
{"title": "Alicegana\nSneakers for Women Running Shoes: Fashion Walking Womens Sneakers Casual Lightweight Tennis Shoes", "asin": "", "price": "$15.73", "quantity": ""}],
"ads": [{"title": "adidas Women's Run Falcon 5 Sneaker", "asin": "B0CKMKV6H8"},
{"title": "adidas Women's Response Running Shoe", "asin": "B0D2JGNYGT"},
{"title": "adidas Women's Duramo Sl Sneaker", "asin": "B0C2JZBTF9"}],
"search_results": [{"title": "Womens Princess Sneakers", "asin": "B06XW4SF28", "price": "$46.86", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Sneakers for Women - Lightweight Women's Fashion Sneakers Memory Foam Insole Womens Sneakers - Non-Slip Platform Shoes for Women Footwear - Women's Fashion (Nita)", "asin": "B0D5RMX4VK", "price": "$39.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Athletic Walking Shoes Slip On Casual Mesh-Comfortable Tennis Workout Sneakers", "asin": "B06Y5L9B28", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Womens Slip On Sneakers Women Walking Tennis Shoes Lightweight Casual Sneakers for Gym Travel Work", "asin": "B09Q328VWX", "price": "$23.18", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Womens Slip On Walking Shoes\uff0cMemory Foam Lightweight Comfort Casual Workout Shoes,Yoga Or Tennis Or Running Sneakers", "asin": "B0CC8B7D6Y", "price": "$26.09", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Women's VL Court 3.0 Sneaker", "asin": "B0C2JZJN6D", "price": "$56.24", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM Arrives before Mother's Day"},
{"title": "Grand Court 2.0 - ID4485", "asin": "B09DXTJ1QR", "price": "$51.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM Arrives before Mother's Day"},
{"title": "Women's X_PLR Path Sneaker", "asin": "B0CPSB45BQ", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Cloudfoam Pure Sportswear Sneaker", "asin": "B0BZ5NB719", "price": "$49.52", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Unisex Adult Samba Indoor Soccer Shoe", "asin": "B0CKMKPDFZ", "price": "$89.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Advantage Sneaker", "asin": "B08JMGGFFN", "price": "$36.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 30"},
{"title": "Sneakers for Women Running Shoes: Fashion Walking Womens Sneakers Casual Lightweight Tennis Shoes", "asin": "B077HQTBT6", "price": "$15.73", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Womens Ladies Walking Running Shoes Slip On Lightweight Casual Tennis Sneakers Clothes Shoes", "asin": "B0948XLJVR", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Womens Slip On Running Shoes Non Slip Walking Shoes Lightweight Gym Workout Shoes Breathable Fashion Sneakers", "asin": "B08HLGQVC9", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Womens Running Shoes Lightweight Tennis Shoes Slip On Walking Shoes Breathable Sneakers for Gym Travel Work", "asin": "B0DS7DRPLL", "price": "$18.99", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Grand Court 2.0 Tennis Shoe", "asin": "B09VCJYS93", "price": "$56.23", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Run Falcon 5 Sneaker", "asin": "B0CKM8KNLC", "price": "$48.75", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Run 72 Sneaker", "asin": "B0CKMQNH37", "price": "$69.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "adidas Women's VL Court Bold Sneaker", "asin": "B0D2JJG3M5", "price": "$79.99", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Energycloud Lightweight Slip On Walking Running Shoes", "asin": "B09PNFQFYR", "price": "$33.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Clarks Women's Merliah Karli Sandal, Metallic, 5", "asin": "B08GNDBBMD", "price": "$65.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Slip on Loafer Shoes - Mesh Casual Ballet Flat Nurse Walking Sneakers Knit Round Toe Memory Foam Casual Shoes", "asin": "B08F583LKG", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Laurieann Kay Flat Sandal", "asin": "B08WJNQS52", "price": "$60.38", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Swift Run Sneaker", "asin": "B0BHQJNS4G", "price": "$60.00", "delivery": "FREE delivery May 14 - 26 for Prime members"},
{"title": "Women's Vl Court Bold Sneaker", "asin": "B0CKMNN28J", "price": "$74.99", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's VL Court Bold Sneaker", "asin": "B0CCQWDNYZ", "price": "$60.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Ultrarun 5 Running Sneaker", "asin": "B0CKM9947L", "price": "$56.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "White PU Leather Sneakers for Women Low Top Lace Up Tennis Shoes Women's Fashion Casual Shoes Sneakers", "asin": "B0D31M8VCR", "price": "$22.87", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers", "asin": "B0DB2DFCXZ", "price": "$28.99", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "adidas Women's Breaknet Sleek Sneaker", "asin": "B0D22WV8XL", "price": "$65.00", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Bravada 2.0 Platform Sneaker", "asin": "B0BG9175WH", "price": "$42.66", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Stan Smith Shoes", "asin": "B087CC5BRP", "price": "$34.37", "delivery": "FREE delivery May 6 - 7 for Prime members Arrives before Mother's Day"},
{"title": "Women's Response Running Shoe", "asin": "B0CKMLJFK5", "price": "$42.87", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Cloudfoam Pure 2.0 Running Shoe", "asin": "B08CYD7L6C", "price": "$69.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Gazelle Indoor Womens Sneakers", "asin": "B0D3JBBT9H", "price": "$115.00", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Women's Grand Court Alpha 00s Sneaker", "asin": "B0CKMNLCYC", "price": "$49.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Cloudfoam Pure Sportswear Sneaker", "asin": "B0D4PRPFFV", "price": "$53.19", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Advantage 2.0 Sneaker", "asin": "B0CKMPXDYY", "price": "$38.99", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "adidas Women's Cloudfoam Comfy Sneaker", "asin": "B0D2JFHP24", "price": "$42.14", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Charged Assert 9 Running Shoe", "asin": "B087TBKDF3", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Ultraboost 1.0 Shoe", "asin": "B0CPSBZH26", "price": "$80.00", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Terrex Soulstride Sneaker", "asin": "B0BG3F4DDJ", "price": "$59.20", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Breaknet Sleek Sneaker", "asin": "B0CKMNRG16", "price": "$52.73", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Women's Grand Court Alpha Sneaker", "asin": "B0C2JZDCHT", "price": "$54.45", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Runfalcon 3 Running Shoe", "asin": "B0C9SPXL8W", "price": "$39.00", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Prowl Slip-On Cross Trainer", "asin": "B07TP4BZWX", "price": "$50.72", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Kids' Samba Indoor Sneaker", "asin": "B0CKMCHMW6", "price": "$69.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30"},
{"title": "Women's Run 70s 2.0 Sneaker", "asin": "B0D3P5XP2K", "price": "$54.99", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Response Running Sneaker", "asin": "B0CM84CJKZ", "price": "$54.98", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Superlite 3.0 6-Pack Super No Show, Athletic Socks, Invisible Ultra Low-Profile, Cushion & Arch Compression", "asin": "B0BZR2T4VT", "price": "$12.60", "delivery": " One-Day FREE delivery Tomorrow, Apr 30"},
{"title": "Women's 574 Core Sneaker", "asin": "B093QJY13N", "price": "$89.95", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Carina Leather Sneaker", "asin": "B07HJLYCJT", "price": "$64.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Racer Tr23 Shoes Sneaker", "asin": "B0BZ5B1GKS", "price": "$52.00", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Cheery Comfort Plush Foam Sneaker", "asin": "B082Y3PN8G", "price": "$29.98", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM Arrives before Mother's Day"},
{"title": "Women's Advantage Sneaker", "asin": "B0C2K28NN3", "price": "$39.64", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Barreda Decode Sneaker", "asin": "B0D22V575Q", "price": "$59.99", "delivery": "FREE delivery Mon, May 5 for Prime members Arrives before Mother's Day"},
{"title": "Women's Ftwwht/Silvmt/Greone Samba OG W FTWR whiteSilver met./Grey one 7 US", "asin": "B0DDQN538K", "price": "$130.00", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Women's Loven Sneaker", "asin": "B08DWR81ZG", "price": "$29.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Puremotion Running Shoe", "asin": "B087KVPY8X", "price": "$43.89", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Fresh Foam Arishi V4 Running Shoe", "asin": "B09H3NFZHB", "price": "$59.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's 515 V3 Sneaker", "asin": "B09YBD8S3Z", "price": "$74.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's UBounce DNA Sneaker", "asin": "B0BZ5SP5LN", "price": "$44.00", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Run Falcon 5 Trail Sneaker", "asin": "B0D3P49JPB", "price": "$38.85", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-29T16:15:32.061Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"adidas shoes for women\"}],\n\"promotion_items\": [{\"title\": \"adidas\\nWomen's Retrocross Spikeless Golf Shoe\", \"asin\": \"B09YWZ6KXH\", \"price\": \"$85.99\", \"quantity\": \"\"},\n{\"title\": \"adidas\\nWomen's Retrocross Spikeless Golf Shoe\", \"asin\": \"B09YX5LQBZ\", \"price\": \"$84.31\", \"quantity\": \"\"},\n{\"title\": \"adidas\\nWomen's Retrocross Spikeless Golf Shoe\", \"asin\": \"B0C67BSNHB\", \"price\": \"$67.95\", \"quantity\": \"\"},\n{\"title\": \"adidas\\nWomen's Tech Response Spikeless 3.0 Golf Shoe\", \"asin\": \"B09YX5Y2H4\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B09YX1RSHY\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CQ1CCC4J\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D64LM3QN\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Reebok\\nWomen's Classic Leather Sneakers Black Or White Tennis Shoes Size 5 to 11\", \"asin\": \"B092YVG6R9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Wrezatro\\nWomen's Slip on Walking Running Shoes Blade Tennis Casual Fashion Sneakers Comfort Non Slip Work Sport Athletic Trainer\", \"asin\": \"B0BCPNG3N7\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Giniros\\nWomen's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers\", \"asin\": \"B0DB2DFCXZ\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Kvovzo\\nWomens Running Shoes Slip-on Walking Tennis Sneakers Lightweight Breathable Casual Soft Sole Mesh Workout Sports Shoes\", \"asin\": \"B0CNLLHKPC\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BSBCRVMW\", \"price\": \"\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"adidas Women's Run Falcon 5 Sneaker\", \"asin\": \"B0CKMKV6H8\"},\n{\"title\": \"adidas Women's Response Running Shoe\", \"asin\": \"B0D2JGNYGT\"},\n{\"title\": \"adidas Women's Duramo Sl Sneaker\", \"asin\": \"B0C2JZBTF9\"}],\n\"search_results\": [{\"title\": \"Womens Princess Sneakers\", \"asin\": \"B000AP0TLU\", \"price\": \"$46.86\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Sneakers for Women - Lightweight Women's Fashion Sneakers Memory Foam Insole Womens Sneakers - Non-Slip Platform Shoes for Women Footwear - Women's Fashion (Nita)\", \"asin\": \"B0D5RMX4VK\", \"price\": \"$39.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Slip on Loafer Shoes - Mesh Casual Ballet Flat Nurse Walking Sneakers Knit Round Toe Memory Foam Casual Shoes\", \"asin\": \"B08F583LKG\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Trendy Sneakers for Women - Memory Foam and Non-Slip Comfortable Casual Ladies Shoes for Womens Fashion Sneakers - Lightweight Lace-up Shoes (Lecco)\", \"asin\": \"B0D3FMXZSZ\", \"price\": \"$33.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Tubes Slip-On Sneaker\", \"asin\": \"B0CS34G71N\", \"price\": \"$69.95\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n{\"title\": \"Grand Court 2.0 - ID4485\", \"asin\": \"B09DXTJ1QR\", \"price\": \"$51.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM Arrives before Mother's Day\"},\n{\"title\": \"Women's VL Court 3.0 Sneaker\", \"asin\": \"B0C2JZJN6D\", \"price\": \"$56.24\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM Arrives before Mother's Day\"},\n{\"title\": \"Women's Grand Court 2.0 Tennis Shoe\", \"asin\": \"B09VCJYS93\", \"price\": \"$56.23\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's VL Court Bold Sneaker\", \"asin\": \"B0CCQWDNYZ\", \"price\": \"$60.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Grand Court Alpha Sneaker\", \"asin\": \"B0C2JZDCHT\", \"price\": \"$54.45\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"adidas Women's VL Court Bold Sneaker\", \"asin\": \"B0D2JJG3M5\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n{\"title\": \"Women Air Slip on Walking Shoes Comfortable Tennis Sneakers Runnig Gym Athletic Workout Jogging Footwear US 6-11\", \"asin\": \"B0DDKYCQ93\", \"price\": \"$49.88\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n{\"title\": \"Womens Slip On Sneakers Women Walking Tennis Shoes Lightweight Casual Sneakers for Gym Travel Work\", \"asin\": \"B0BFW2PTQ3\", \"price\": \"$23.18\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Womens Slip On Running Shoes Non Slip Walking Shoes Lightweight Gym Workout Shoes Breathable Fashion Sneakers\", \"asin\": \"B08HLGQVC9\", \"price\": \"$38.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Womens Sneakers Slip On Walking Shoes Breathable Running Shoes Lightweight Mesh Gym Shoes Non Slip Workout Shoes\", \"asin\": \"B0BYZG6VML\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Vl Court Bold Sneaker\", \"asin\": \"B0CKMNN28J\", \"price\": \"$74.99\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n{\"title\": \"Women's X_PLR Path Sneaker\", \"asin\": \"B0CPSB45BQ\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Stan Smith Shoes\", \"asin\": \"B087CC5BRP\", \"price\": \"$34.37\", \"delivery\": \"FREE delivery May 6 - 7 for Prime members Arrives before Mother's Day\"},\n{\"title\": \"Unisex Adult Samba Indoor Soccer Shoe\", \"asin\": \"B0CKMKPDFZ\", \"price\": \"$89.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Court Base II Sneaker\", \"asin\": \"B0DHTV58T7\", \"price\": \"$54.95\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's Court Express 2 Tennis Shoe\", \"asin\": \"B0DDBKKQ4X\", \"price\": \"$59.95\", \"delivery\": \"FREE delivery May 2 - 6 Or fastest delivery Thu, May 1 Arrives before Mother's Day Only 1 left in stock - order soon.\"},\n{\"title\": \"Women's Court Pro II CMF Sneaker\", \"asin\": \"B0CG8JB1TS\", \"price\": \"$59.95\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n{\"title\": \"Womens Slip On Walking Shoes\\uff0cMemory Foam Lightweight Comfort Casual Workout Shoes,Yoga Or Tennis Or Running Sneakers\", \"asin\": \"B0CC88S57T\", \"price\": \"$26.09\", \"delivery\": \"FREE delivery May 5 - 7 for Prime members Arrives before Mother's Day\"},\n{\"title\": \"Women's Advantage 2.0 Sneaker\", \"asin\": \"B0CKMPXDYY\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n{\"title\": \"Women's Grand Court Alpha 00s Sneaker\", \"asin\": \"B0CKMNLCYC\", \"price\": \"$49.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Advantage Sneaker\", \"asin\": \"B0C2K28NN3\", \"price\": \"$39.64\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Run Falcon 5 Sneaker\", \"asin\": \"B0CKM8KNLC\", \"price\": \"$48.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Casual Sneakers \\u2013 Lightweight, Breathable Non-Slip Walking Shoes for Work, Nursing, Running, and Everyday Use\", \"asin\": \"B0DY7G2NNN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery May 15 - 27\"},\n{\"title\": \"Womens Slip On Walking Shoes Non Slip Running Shoes Breathable Workout Shoes Lightweight Gym Sneakers\", \"asin\": \"B088WFZGC2\", \"price\": \"$38.99\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's Cloudfoam Pure Sportswear Sneaker\", \"asin\": \"B0BZ5NB719\", \"price\": \"$49.52\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"adidas Women's Breaknet Sleek Sneaker\", \"asin\": \"B0D22WV8XL\", \"price\": \"$65.00\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's Advantage Sneaker\", \"asin\": \"B08JMGGFFN\", \"price\": \"$36.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30\"},\n{\"title\": \"Women's Run 72 Sneaker\", \"asin\": \"B0CKMQNH37\", \"price\": \"$69.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Gazelle Indoor Womens Sneakers\", \"asin\": \"B0D3JBBT9H\", \"price\": \"$115.00\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n{\"title\": \"Women's Charged Assert 9 Running Shoe\", \"asin\": \"B087TBKDF3\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Terrex Soulstride Sneaker\", \"asin\": \"B0BG3F4DDJ\", \"price\": \"$59.20\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's 574 Core Sneaker\", \"asin\": \"B093QJY13N\", \"price\": \"$89.95\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n{\"title\": \"Women's Swift Run Sneaker\", \"asin\": \"B0BHQJNS4G\", \"price\": \"$60.00\", \"delivery\": \"FREE delivery May 14 - 26 for Prime members\"},\n{\"title\": \"adidas Women's Cloudfoam Comfy Sneaker\", \"asin\": \"B0D2JFHP24\", \"price\": \"$42.14\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n{\"title\": \"Women's Prowl Slip-On Cross Trainer\", \"asin\": \"B07TP4BZWX\", \"price\": \"$50.72\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Bravada 2.0 Platform Sneaker\", \"asin\": \"B0BG9175WH\", \"price\": \"$42.66\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Response Running Shoe\", \"asin\": \"B0CKMLJFK5\", \"price\": \"$42.87\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n{\"title\": \"Women's Cheery Comfort Plush Foam Sneaker\", \"asin\": \"B082Y3PN8G\", \"price\": \"$29.98\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM Arrives before Mother's Day\"},\n{\"title\": \"Women's 515 V3 Sneaker\", \"asin\": \"B09YBD8S3Z\", \"price\": \"$74.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Loven Sneaker\", \"asin\": \"B08DWR81ZG\", \"price\": \"$29.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Run 70s 2.0 Sneaker\", \"asin\": \"B0D3P5XP2K\", \"price\": \"$54.99\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's Superlite 3.0 6-Pack Super No Show, Athletic Socks, Invisible Ultra Low-Profile, Cushion & Arch Compression\", \"asin\": \"B0BZR2T4VT\", \"price\": \"$12.60\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30\"},\n{\"title\": \"Women's Grand Court 2.0 Sneaker\", \"asin\": \"B0D2JJW9Y2\", \"price\": \"$70.00\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's Breaknet Sleek Sneaker\", \"asin\": \"B0CKMNRG16\", \"price\": \"$52.73\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n{\"title\": \"Women's Carina Leather Sneaker\", \"asin\": \"B07HJLYCJT\", \"price\": \"$64.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Ultrarun 5 Running Sneaker\", \"asin\": \"B0CKM9947L\", \"price\": \"$56.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"VL Court Bold Shoes\", \"asin\": \"B0CMGTR7ZZ\", \"price\": \"$64.00\", \"delivery\": \"FREE delivery May 9 - 11 for Prime members\"},\n{\"title\": \"Women's Cloudfoam Pure Sportswear Sneaker\", \"asin\": \"B0D4PRPFFV\", \"price\": \"$53.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Kids' Grand Court 2.0 Tennis Shoe\", \"asin\": \"B09FQZM7F6\", \"price\": \"$39.98\", \"delivery\": \"FREE delivery Fri, May 2\"},\n{\"title\": \"Women's Fresh Foam Arishi V4 Running Shoe\", \"asin\": \"B09H3NFZHB\", \"price\": \"$59.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n{\"title\": \"Women's Response Running Sneaker\", \"asin\": \"B0CM84CJKZ\", \"price\": \"$54.98\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's Puremotion Running Shoe\", \"asin\": \"B087KVPY8X\", \"price\": \"$43.89\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n{\"title\": \"Women's Runfalcon 3 Running Shoe\", \"asin\": \"B0C9SPXL8W\", \"price\": \"$39.00\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n{\"title\": \"Women's Barreda Decode Sneaker\", \"asin\": \"B0D22V575Q\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Mon, May 5 for Prime members Arrives before Mother's Day\"},\n{\"title\": \"Women's Ftwwht/Silvmt/Greone Samba OG W FTWR whiteSilver met./Grey one 7 US\", \"asin\": \"B0DDQN538K\", \"price\": \"$130.00\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n{\"title\": \"Women's Run Falcon 5 Trail Sneaker\", \"asin\": \"B0D3P49JPB\", \"price\": \"$38.85\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n{\"title\": \"Men's Hoops 3.0 Basketball Shoe, White/Team Royal Blue/Gum\", \"asin\": \"B091M5RRSF\", \"price\": \"$36.66\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n{\"title\": \"Women's Gamecourt 2.0 Tennis Shoe\", \"asin\": \"B09Y88VV3Q\", \"price\": \"$69.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:16:45.142Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "adidas shoes for women"}],
"promotion_items": [{"title": "adidas\nWomen's Retrocross Spikeless Golf Shoe", "asin": "B09YWZ6KXH", "price": "$85.99", "quantity": ""},
{"title": "adidas\nWomen's Retrocross Spikeless Golf Shoe", "asin": "B09YX5LQBZ", "price": "$84.31", "quantity": ""},
{"title": "adidas\nWomen's Retrocross Spikeless Golf Shoe", "asin": "B0C67BSNHB", "price": "$67.95", "quantity": ""},
{"title": "adidas\nWomen's Tech Response Spikeless 3.0 Golf Shoe", "asin": "B09YX5Y2H4", "price": "$69.99", "quantity": ""},
{"title": "", "asin": "B09YX1RSHY", "price": "", "quantity": ""},
{"title": "", "asin": "B0CQ1CCC4J", "price": "", "quantity": ""},
{"title": "", "asin": "B0D64LM3QN", "price": "", "quantity": ""},
{"title": "Reebok\nWomen's Classic Leather Sneakers Black Or White Tennis Shoes Size 5 to 11", "asin": "B092YVG6R9", "price": "$59.99", "quantity": ""},
{"title": "Wrezatro\nWomen's Slip on Walking Running Shoes Blade Tennis Casual Fashion Sneakers Comfort Non Slip Work Sport Athletic Trainer", "asin": "B0BCPNG3N7", "price": "$37.99", "quantity": ""},
{"title": "Giniros\nWomen's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers", "asin": "B0DB2DFCXZ", "price": "$28.99", "quantity": ""},
{"title": "Kvovzo\nWomens Running Shoes Slip-on Walking Tennis Sneakers Lightweight Breathable Casual Soft Sole Mesh Workout Sports Shoes", "asin": "B0CNLLHKPC", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B0BSBCRVMW", "price": "", "quantity": ""}],
"ads": [{"title": "adidas Women's Run Falcon 5 Sneaker", "asin": "B0CKMKV6H8"},
{"title": "adidas Women's Response Running Shoe", "asin": "B0D2JGNYGT"},
{"title": "adidas Women's Duramo Sl Sneaker", "asin": "B0C2JZBTF9"}],
"search_results": [{"title": "Womens Princess Sneakers", "asin": "B000AP0TLU", "price": "$46.86", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Sneakers for Women - Lightweight Women's Fashion Sneakers Memory Foam Insole Womens Sneakers - Non-Slip Platform Shoes for Women Footwear - Women's Fashion (Nita)", "asin": "B0D5RMX4VK", "price": "$39.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Slip on Loafer Shoes - Mesh Casual Ballet Flat Nurse Walking Sneakers Knit Round Toe Memory Foam Casual Shoes", "asin": "B08F583LKG", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Trendy Sneakers for Women - Memory Foam and Non-Slip Comfortable Casual Ladies Shoes for Womens Fashion Sneakers - Lightweight Lace-up Shoes (Lecco)", "asin": "B0D3FMXZSZ", "price": "$33.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Tubes Slip-On Sneaker", "asin": "B0CS34G71N", "price": "$69.95", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Grand Court 2.0 - ID4485", "asin": "B09DXTJ1QR", "price": "$51.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM Arrives before Mother's Day"},
{"title": "Women's VL Court 3.0 Sneaker", "asin": "B0C2JZJN6D", "price": "$56.24", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM Arrives before Mother's Day"},
{"title": "Women's Grand Court 2.0 Tennis Shoe", "asin": "B09VCJYS93", "price": "$56.23", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's VL Court Bold Sneaker", "asin": "B0CCQWDNYZ", "price": "$60.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Grand Court Alpha Sneaker", "asin": "B0C2JZDCHT", "price": "$54.45", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "adidas Women's VL Court Bold Sneaker", "asin": "B0D2JJG3M5", "price": "$79.99", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women Air Slip on Walking Shoes Comfortable Tennis Sneakers Runnig Gym Athletic Workout Jogging Footwear US 6-11", "asin": "B0DDKYCQ93", "price": "$49.88", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Womens Slip On Sneakers Women Walking Tennis Shoes Lightweight Casual Sneakers for Gym Travel Work", "asin": "B0BFW2PTQ3", "price": "$23.18", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Womens Slip On Running Shoes Non Slip Walking Shoes Lightweight Gym Workout Shoes Breathable Fashion Sneakers", "asin": "B08HLGQVC9", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Womens Sneakers Slip On Walking Shoes Breathable Running Shoes Lightweight Mesh Gym Shoes Non Slip Workout Shoes", "asin": "B0BYZG6VML", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Vl Court Bold Sneaker", "asin": "B0CKMNN28J", "price": "$74.99", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's X_PLR Path Sneaker", "asin": "B0CPSB45BQ", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Stan Smith Shoes", "asin": "B087CC5BRP", "price": "$34.37", "delivery": "FREE delivery May 6 - 7 for Prime members Arrives before Mother's Day"},
{"title": "Unisex Adult Samba Indoor Soccer Shoe", "asin": "B0CKMKPDFZ", "price": "$89.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Court Base II Sneaker", "asin": "B0DHTV58T7", "price": "$54.95", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Court Express 2 Tennis Shoe", "asin": "B0DDBKKQ4X", "price": "$59.95", "delivery": "FREE delivery May 2 - 6 Or fastest delivery Thu, May 1 Arrives before Mother's Day Only 1 left in stock - order soon."},
{"title": "Women's Court Pro II CMF Sneaker", "asin": "B0CG8JB1TS", "price": "$59.95", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Womens Slip On Walking Shoes\uff0cMemory Foam Lightweight Comfort Casual Workout Shoes,Yoga Or Tennis Or Running Sneakers", "asin": "B0CC88S57T", "price": "$26.09", "delivery": "FREE delivery May 5 - 7 for Prime members Arrives before Mother's Day"},
{"title": "Women's Advantage 2.0 Sneaker", "asin": "B0CKMPXDYY", "price": "$38.99", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Grand Court Alpha 00s Sneaker", "asin": "B0CKMNLCYC", "price": "$49.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Advantage Sneaker", "asin": "B0C2K28NN3", "price": "$39.64", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Run Falcon 5 Sneaker", "asin": "B0CKM8KNLC", "price": "$48.75", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Casual Sneakers \u2013 Lightweight, Breathable Non-Slip Walking Shoes for Work, Nursing, Running, and Everyday Use", "asin": "B0DY7G2NNN", "price": "$29.99", "delivery": "FREE delivery May 15 - 27"},
{"title": "Womens Slip On Walking Shoes Non Slip Running Shoes Breathable Workout Shoes Lightweight Gym Sneakers", "asin": "B088WFZGC2", "price": "$38.99", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Cloudfoam Pure Sportswear Sneaker", "asin": "B0BZ5NB719", "price": "$49.52", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "adidas Women's Breaknet Sleek Sneaker", "asin": "B0D22WV8XL", "price": "$65.00", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Advantage Sneaker", "asin": "B08JMGGFFN", "price": "$36.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 30"},
{"title": "Women's Run 72 Sneaker", "asin": "B0CKMQNH37", "price": "$69.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Gazelle Indoor Womens Sneakers", "asin": "B0D3JBBT9H", "price": "$115.00", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Women's Charged Assert 9 Running Shoe", "asin": "B087TBKDF3", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Terrex Soulstride Sneaker", "asin": "B0BG3F4DDJ", "price": "$59.20", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's 574 Core Sneaker", "asin": "B093QJY13N", "price": "$89.95", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Swift Run Sneaker", "asin": "B0BHQJNS4G", "price": "$60.00", "delivery": "FREE delivery May 14 - 26 for Prime members"},
{"title": "adidas Women's Cloudfoam Comfy Sneaker", "asin": "B0D2JFHP24", "price": "$42.14", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Prowl Slip-On Cross Trainer", "asin": "B07TP4BZWX", "price": "$50.72", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Bravada 2.0 Platform Sneaker", "asin": "B0BG9175WH", "price": "$42.66", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Response Running Shoe", "asin": "B0CKMLJFK5", "price": "$42.87", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Cheery Comfort Plush Foam Sneaker", "asin": "B082Y3PN8G", "price": "$29.98", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM Arrives before Mother's Day"},
{"title": "Women's 515 V3 Sneaker", "asin": "B09YBD8S3Z", "price": "$74.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Loven Sneaker", "asin": "B08DWR81ZG", "price": "$29.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Run 70s 2.0 Sneaker", "asin": "B0D3P5XP2K", "price": "$54.99", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Superlite 3.0 6-Pack Super No Show, Athletic Socks, Invisible Ultra Low-Profile, Cushion & Arch Compression", "asin": "B0BZR2T4VT", "price": "$12.60", "delivery": " One-Day FREE delivery Tomorrow, Apr 30"},
{"title": "Women's Grand Court 2.0 Sneaker", "asin": "B0D2JJW9Y2", "price": "$70.00", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Breaknet Sleek Sneaker", "asin": "B0CKMNRG16", "price": "$52.73", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Women's Carina Leather Sneaker", "asin": "B07HJLYCJT", "price": "$64.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Ultrarun 5 Running Sneaker", "asin": "B0CKM9947L", "price": "$56.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "VL Court Bold Shoes", "asin": "B0CMGTR7ZZ", "price": "$64.00", "delivery": "FREE delivery May 9 - 11 for Prime members"},
{"title": "Women's Cloudfoam Pure Sportswear Sneaker", "asin": "B0D4PRPFFV", "price": "$53.19", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Kids' Grand Court 2.0 Tennis Shoe", "asin": "B09FQZM7F6", "price": "$39.98", "delivery": "FREE delivery Fri, May 2"},
{"title": "Women's Fresh Foam Arishi V4 Running Shoe", "asin": "B09H3NFZHB", "price": "$59.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Response Running Sneaker", "asin": "B0CM84CJKZ", "price": "$54.98", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Puremotion Running Shoe", "asin": "B087KVPY8X", "price": "$43.89", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Runfalcon 3 Running Shoe", "asin": "B0C9SPXL8W", "price": "$39.00", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Barreda Decode Sneaker", "asin": "B0D22V575Q", "price": "$59.99", "delivery": "FREE delivery Mon, May 5 for Prime members Arrives before Mother's Day"},
{"title": "Women's Ftwwht/Silvmt/Greone Samba OG W FTWR whiteSilver met./Grey one 7 US", "asin": "B0DDQN538K", "price": "$130.00", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Women's Run Falcon 5 Trail Sneaker", "asin": "B0D3P49JPB", "price": "$38.85", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Men's Hoops 3.0 Basketball Shoe, White/Team Royal Blue/Gum", "asin": "B091M5RRSF", "price": "$36.66", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Gamecourt 2.0 Tennis Shoe", "asin": "B09Y88VV3Q", "price": "$69.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-29T16:16:45.142Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-29T16:16:45.142Z
|
click_product
|
B082Y3PN8G
|
rule
|
2025-04-29T16:16:45.142Z
|
click_product
|
B082Y3PN8G
|
train
| 674 |
2025-04-29T16:16:45.142Z
|
click_product
|
B082Y3PN8G
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "adidas shoes for women"}],
"promotion_items": [{"title": "adidas\nWomen's Retrocross Spikeless Golf Shoe", "asin": "B09YWZ6KXH", "price": "$85.99", "quantity": ""},
{"title": "adidas\nWomen's Retrocross Spikeless Golf Shoe", "asin": "B09YX5LQBZ", "price": "$84.31", "quantity": ""},
{"title": "adidas\nWomen's Retrocross Spikeless Golf Shoe", "asin": "B0C67BSNHB", "price": "$67.95", "quantity": ""},
{"title": "adidas\nWomen's Tech Response Spikeless 3.0 Golf Shoe", "asin": "B09YX5Y2H4", "price": "$69.99", "quantity": ""},
{"title": "", "asin": "B09YX1RSHY", "price": "", "quantity": ""},
{"title": "", "asin": "B0CQ1CCC4J", "price": "", "quantity": ""},
{"title": "", "asin": "B0D64LM3QN", "price": "", "quantity": ""},
{"title": "Reebok\nWomen's Classic Leather Sneakers Black Or White Tennis Shoes Size 5 to 11", "asin": "B092YVG6R9", "price": "$59.99", "quantity": ""},
{"title": "Wrezatro\nWomen's Slip on Walking Running Shoes Blade Tennis Casual Fashion Sneakers Comfort Non Slip Work Sport Athletic Trainer", "asin": "B0BCPNG3N7", "price": "$37.99", "quantity": ""},
{"title": "Giniros\nWomen's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers", "asin": "B0DB2DFCXZ", "price": "$28.99", "quantity": ""},
{"title": "Kvovzo\nWomens Running Shoes Slip-on Walking Tennis Sneakers Lightweight Breathable Casual Soft Sole Mesh Workout Sports Shoes", "asin": "B0CNLLHKPC", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B0BSBCRVMW", "price": "", "quantity": ""}],
"ads": [{"title": "adidas Women's Run Falcon 5 Sneaker", "asin": "B0CKMKV6H8"},
{"title": "adidas Women's Response Running Shoe", "asin": "B0D2JGNYGT"},
{"title": "adidas Women's Duramo Sl Sneaker", "asin": "B0C2JZBTF9"}],
"search_results": [{"title": "Womens Princess Sneakers", "asin": "B000AP0TLU", "price": "$46.86", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Sneakers for Women - Lightweight Women's Fashion Sneakers Memory Foam Insole Womens Sneakers - Non-Slip Platform Shoes for Women Footwear - Women's Fashion (Nita)", "asin": "B0D5RMX4VK", "price": "$39.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Slip on Loafer Shoes - Mesh Casual Ballet Flat Nurse Walking Sneakers Knit Round Toe Memory Foam Casual Shoes", "asin": "B08F583LKG", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Trendy Sneakers for Women - Memory Foam and Non-Slip Comfortable Casual Ladies Shoes for Womens Fashion Sneakers - Lightweight Lace-up Shoes (Lecco)", "asin": "B0D3FMXZSZ", "price": "$33.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Tubes Slip-On Sneaker", "asin": "B0CS34G71N", "price": "$69.95", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Grand Court 2.0 - ID4485", "asin": "B09DXTJ1QR", "price": "$51.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM Arrives before Mother's Day"},
{"title": "Women's VL Court 3.0 Sneaker", "asin": "B0C2JZJN6D", "price": "$56.24", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM Arrives before Mother's Day"},
{"title": "Women's Grand Court 2.0 Tennis Shoe", "asin": "B09VCJYS93", "price": "$56.23", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's VL Court Bold Sneaker", "asin": "B0CCQWDNYZ", "price": "$60.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Grand Court Alpha Sneaker", "asin": "B0C2JZDCHT", "price": "$54.45", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "adidas Women's VL Court Bold Sneaker", "asin": "B0D2JJG3M5", "price": "$79.99", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women Air Slip on Walking Shoes Comfortable Tennis Sneakers Runnig Gym Athletic Workout Jogging Footwear US 6-11", "asin": "B0DDKYCQ93", "price": "$49.88", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Womens Slip On Sneakers Women Walking Tennis Shoes Lightweight Casual Sneakers for Gym Travel Work", "asin": "B0BFW2PTQ3", "price": "$23.18", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Womens Slip On Running Shoes Non Slip Walking Shoes Lightweight Gym Workout Shoes Breathable Fashion Sneakers", "asin": "B08HLGQVC9", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Womens Sneakers Slip On Walking Shoes Breathable Running Shoes Lightweight Mesh Gym Shoes Non Slip Workout Shoes", "asin": "B0BYZG6VML", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Vl Court Bold Sneaker", "asin": "B0CKMNN28J", "price": "$74.99", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's X_PLR Path Sneaker", "asin": "B0CPSB45BQ", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Stan Smith Shoes", "asin": "B087CC5BRP", "price": "$34.37", "delivery": "FREE delivery May 6 - 7 for Prime members Arrives before Mother's Day"},
{"title": "Unisex Adult Samba Indoor Soccer Shoe", "asin": "B0CKMKPDFZ", "price": "$89.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Court Base II Sneaker", "asin": "B0DHTV58T7", "price": "$54.95", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Court Express 2 Tennis Shoe", "asin": "B0DDBKKQ4X", "price": "$59.95", "delivery": "FREE delivery May 2 - 6 Or fastest delivery Thu, May 1 Arrives before Mother's Day Only 1 left in stock - order soon."},
{"title": "Women's Court Pro II CMF Sneaker", "asin": "B0CG8JB1TS", "price": "$59.95", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Womens Slip On Walking Shoes\uff0cMemory Foam Lightweight Comfort Casual Workout Shoes,Yoga Or Tennis Or Running Sneakers", "asin": "B0CC88S57T", "price": "$26.09", "delivery": "FREE delivery May 5 - 7 for Prime members Arrives before Mother's Day"},
{"title": "Women's Advantage 2.0 Sneaker", "asin": "B0CKMPXDYY", "price": "$38.99", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Grand Court Alpha 00s Sneaker", "asin": "B0CKMNLCYC", "price": "$49.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Advantage Sneaker", "asin": "B0C2K28NN3", "price": "$39.64", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Run Falcon 5 Sneaker", "asin": "B0CKM8KNLC", "price": "$48.75", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Casual Sneakers \u2013 Lightweight, Breathable Non-Slip Walking Shoes for Work, Nursing, Running, and Everyday Use", "asin": "B0DY7G2NNN", "price": "$29.99", "delivery": "FREE delivery May 15 - 27"},
{"title": "Womens Slip On Walking Shoes Non Slip Running Shoes Breathable Workout Shoes Lightweight Gym Sneakers", "asin": "B088WFZGC2", "price": "$38.99", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Cloudfoam Pure Sportswear Sneaker", "asin": "B0BZ5NB719", "price": "$49.52", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "adidas Women's Breaknet Sleek Sneaker", "asin": "B0D22WV8XL", "price": "$65.00", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Advantage Sneaker", "asin": "B08JMGGFFN", "price": "$36.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 30"},
{"title": "Women's Run 72 Sneaker", "asin": "B0CKMQNH37", "price": "$69.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Gazelle Indoor Womens Sneakers", "asin": "B0D3JBBT9H", "price": "$115.00", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Women's Charged Assert 9 Running Shoe", "asin": "B087TBKDF3", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Terrex Soulstride Sneaker", "asin": "B0BG3F4DDJ", "price": "$59.20", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's 574 Core Sneaker", "asin": "B093QJY13N", "price": "$89.95", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Swift Run Sneaker", "asin": "B0BHQJNS4G", "price": "$60.00", "delivery": "FREE delivery May 14 - 26 for Prime members"},
{"title": "adidas Women's Cloudfoam Comfy Sneaker", "asin": "B0D2JFHP24", "price": "$42.14", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Prowl Slip-On Cross Trainer", "asin": "B07TP4BZWX", "price": "$50.72", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Bravada 2.0 Platform Sneaker", "asin": "B0BG9175WH", "price": "$42.66", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Response Running Shoe", "asin": "B0CKMLJFK5", "price": "$42.87", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Cheery Comfort Plush Foam Sneaker", "asin": "B082Y3PN8G", "price": "$29.98", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM Arrives before Mother's Day"},
{"title": "Women's 515 V3 Sneaker", "asin": "B09YBD8S3Z", "price": "$74.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Loven Sneaker", "asin": "B08DWR81ZG", "price": "$29.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Run 70s 2.0 Sneaker", "asin": "B0D3P5XP2K", "price": "$54.99", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Superlite 3.0 6-Pack Super No Show, Athletic Socks, Invisible Ultra Low-Profile, Cushion & Arch Compression", "asin": "B0BZR2T4VT", "price": "$12.60", "delivery": " One-Day FREE delivery Tomorrow, Apr 30"},
{"title": "Women's Grand Court 2.0 Sneaker", "asin": "B0D2JJW9Y2", "price": "$70.00", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Breaknet Sleek Sneaker", "asin": "B0CKMNRG16", "price": "$52.73", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Women's Carina Leather Sneaker", "asin": "B07HJLYCJT", "price": "$64.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Ultrarun 5 Running Sneaker", "asin": "B0CKM9947L", "price": "$56.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "VL Court Bold Shoes", "asin": "B0CMGTR7ZZ", "price": "$64.00", "delivery": "FREE delivery May 9 - 11 for Prime members"},
{"title": "Women's Cloudfoam Pure Sportswear Sneaker", "asin": "B0D4PRPFFV", "price": "$53.19", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Kids' Grand Court 2.0 Tennis Shoe", "asin": "B09FQZM7F6", "price": "$39.98", "delivery": "FREE delivery Fri, May 2"},
{"title": "Women's Fresh Foam Arishi V4 Running Shoe", "asin": "B09H3NFZHB", "price": "$59.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Response Running Sneaker", "asin": "B0CM84CJKZ", "price": "$54.98", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Puremotion Running Shoe", "asin": "B087KVPY8X", "price": "$43.89", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Runfalcon 3 Running Shoe", "asin": "B0C9SPXL8W", "price": "$39.00", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Barreda Decode Sneaker", "asin": "B0D22V575Q", "price": "$59.99", "delivery": "FREE delivery Mon, May 5 for Prime members Arrives before Mother's Day"},
{"title": "Women's Ftwwht/Silvmt/Greone Samba OG W FTWR whiteSilver met./Grey one 7 US", "asin": "B0DDQN538K", "price": "$130.00", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Women's Run Falcon 5 Trail Sneaker", "asin": "B0D3P49JPB", "price": "$38.85", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Men's Hoops 3.0 Basketball Shoe, White/Team Royal Blue/Gum", "asin": "B091M5RRSF", "price": "$36.66", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Gamecourt 2.0 Tennis Shoe", "asin": "B09Y88VV3Q", "price": "$69.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-29T16:16:45.142Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"keds+sneakers+for+women\"}],\n\"product_details\": [{\"title\": \"Keds Women's Kickstart Lace Up Sneaker\"},\n{\"price\": \"$48.00\"},\n{\"bullet_list\": \"Durable rubber outsole for added comfort Lace to toe sneaker with 6 eyelets Flat cotton tonal lace Soft breathable twill lining Cushioned footbed\"},\n{\"asin\": \"B0CY5RG427\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6\"},\n{\"Color\": \"Snow White\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Up Leather Sneaker, White/Gold, 9\", \"asin\": \"B0CNV46WLS\", \"price\": \"$44.48\", \"quantity\": \"\"},\n{\"title\": \"Keds Unisex Champion Lace Up Sneaker, RED Canvas, 8 US Women\", \"asin\": \"B0017H8SFY\", \"price\": \"$54.95\", \"quantity\": \"\"},\n{\"title\": \"Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US8)\", \"asin\": \"B0B75F5F25\", \"price\": \"$18.90\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US9)\", \"asin\": \"B0CH9G62F5\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 8.5\", \"asin\": \"B01MY25PT4\", \"price\": \"$33.38\", \"quantity\": \"\"},\n{\"title\": \"Keds Triple Up Canvas, Sneaker Womens, White, 8 Medium\", \"asin\": \"B095ZTQ292\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US8.5)\", \"asin\": \"B0DJQQL7YZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Up Leather Sneaker, White/Gold, 8\", \"asin\": \"B0CNV2TJQ5\", \"price\": \"$44.92\", \"quantity\": \"\"},\n{\"title\": \"STQ White Slip on Sneakers Women Soft Comfortable Casual Canvas Tennis Shoes Machine Washable 8\", \"asin\": \"B0B4635H2V\", \"price\": \"$37.79\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White Dot 11)\", \"asin\": \"B08GC8T9R2\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Mens White Canvas Sneakers Low Top Lace Up Canvas Shoes Fashion Comfortable(White,US11)\", \"asin\": \"B0CP5PRZJB\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 8.5\", \"asin\": \"B01MY25PT4\", \"price\": \"$33.38\", \"quantity\": \"\"},\n{\"title\": \"SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US8.5)\", \"asin\": \"B0DJQQL7YZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Triple Up Canvas, Sneaker Womens, White, 8 Medium\", \"asin\": \"B095ZTQ292\", \"price\": \"$69.95\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:33:30.464Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "keds+sneakers+for+women"}],
"product_details": [{"title": "Keds Women's Kickstart Lace Up Sneaker"},
{"price": "$48.00"},
{"bullet_list": "Durable rubber outsole for added comfort Lace to toe sneaker with 6 eyelets Flat cotton tonal lace Soft breathable twill lining Cushioned footbed"},
{"asin": "B0CY5RG427"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "6"},
{"Color": "Snow White"}],
"promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Keds Women's Triple Up Leather Sneaker, White/Gold, 9", "asin": "B0CNV46WLS", "price": "$44.48", "quantity": ""},
{"title": "Keds Unisex Champion Lace Up Sneaker, RED Canvas, 8 US Women", "asin": "B0017H8SFY", "price": "$54.95", "quantity": ""},
{"title": "Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US8)", "asin": "B0B75F5F25", "price": "$18.90", "quantity": ""},
{"title": "Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US9)", "asin": "B0CH9G62F5", "price": "$21.99", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 8.5", "asin": "B01MY25PT4", "price": "$33.38", "quantity": ""},
{"title": "Keds Triple Up Canvas, Sneaker Womens, White, 8 Medium", "asin": "B095ZTQ292", "price": "$69.95", "quantity": ""},
{"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US8.5)", "asin": "B0DJQQL7YZ", "price": "$25.99", "quantity": ""},
{"title": "Keds Women's Triple Up Leather Sneaker, White/Gold, 8", "asin": "B0CNV2TJQ5", "price": "$44.92", "quantity": ""},
{"title": "STQ White Slip on Sneakers Women Soft Comfortable Casual Canvas Tennis Shoes Machine Washable 8", "asin": "B0B4635H2V", "price": "$37.79", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White Dot 11)", "asin": "B08GC8T9R2", "price": "$26.99", "quantity": ""},
{"title": "FRACORA Mens White Canvas Sneakers Low Top Lace Up Canvas Shoes Fashion Comfortable(White,US11)", "asin": "B0CP5PRZJB", "price": "$22.99", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 8.5", "asin": "B01MY25PT4", "price": "$33.38", "quantity": ""},
{"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US8.5)", "asin": "B0DJQQL7YZ", "price": "$25.99", "quantity": ""},
{"title": "Keds Triple Up Canvas, Sneaker Womens, White, 8 Medium", "asin": "B095ZTQ292", "price": "$69.95", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-29T16:33:30.464Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-29T16:33:30.464Z
|
click
|
review
|
rule
|
2025-04-29T16:33:30.464Z
|
click
|
review
|
train
| 675 |
2025-04-29T16:33:30.464Z
|
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": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "keds+sneakers+for+women"}],
"product_details": [{"title": "Keds Women's Kickstart Lace Up Sneaker"},
{"price": "$48.00"},
{"bullet_list": "Durable rubber outsole for added comfort Lace to toe sneaker with 6 eyelets Flat cotton tonal lace Soft breathable twill lining Cushioned footbed"},
{"asin": "B0CY5RG427"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "6"},
{"Color": "Snow White"}],
"promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Keds Women's Triple Up Leather Sneaker, White/Gold, 9", "asin": "B0CNV46WLS", "price": "$44.48", "quantity": ""},
{"title": "Keds Unisex Champion Lace Up Sneaker, RED Canvas, 8 US Women", "asin": "B0017H8SFY", "price": "$54.95", "quantity": ""},
{"title": "Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US8)", "asin": "B0B75F5F25", "price": "$18.90", "quantity": ""},
{"title": "Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US9)", "asin": "B0CH9G62F5", "price": "$21.99", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 8.5", "asin": "B01MY25PT4", "price": "$33.38", "quantity": ""},
{"title": "Keds Triple Up Canvas, Sneaker Womens, White, 8 Medium", "asin": "B095ZTQ292", "price": "$69.95", "quantity": ""},
{"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US8.5)", "asin": "B0DJQQL7YZ", "price": "$25.99", "quantity": ""},
{"title": "Keds Women's Triple Up Leather Sneaker, White/Gold, 8", "asin": "B0CNV2TJQ5", "price": "$44.92", "quantity": ""},
{"title": "STQ White Slip on Sneakers Women Soft Comfortable Casual Canvas Tennis Shoes Machine Washable 8", "asin": "B0B4635H2V", "price": "$37.79", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White Dot 11)", "asin": "B08GC8T9R2", "price": "$26.99", "quantity": ""},
{"title": "FRACORA Mens White Canvas Sneakers Low Top Lace Up Canvas Shoes Fashion Comfortable(White,US11)", "asin": "B0CP5PRZJB", "price": "$22.99", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 8.5", "asin": "B01MY25PT4", "price": "$33.38", "quantity": ""},
{"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US8.5)", "asin": "B0DJQQL7YZ", "price": "$25.99", "quantity": ""},
{"title": "Keds Triple Up Canvas, Sneaker Womens, White, 8 Medium", "asin": "B095ZTQ292", "price": "$69.95", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-29T16:33:30.464Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"keds+sneakers+for+women\"}],\n\"product_details\": [{\"title\": \"Keds Women's Kickstart Lace Up Sneaker\"},\n{\"price\": \"$48.00\"},\n{\"bullet_list\": \"Durable rubber outsole for added comfort Lace to toe sneaker with 6 eyelets Flat cotton tonal lace Soft breathable twill lining Cushioned footbed\"},\n{\"asin\": \"B0CY5RG427\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6\"},\n{\"Color\": \"Snow White\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Up Leather Sneaker, White/Gold, 9\", \"asin\": \"B0CNV46WLS\", \"price\": \"$44.48\", \"quantity\": \"\"},\n{\"title\": \"Keds Unisex Champion Lace Up Sneaker, RED Canvas, 8 US Women\", \"asin\": \"B0017H8SFY\", \"price\": \"$54.95\", \"quantity\": \"\"},\n{\"title\": \"Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US8)\", \"asin\": \"B0B75F5F25\", \"price\": \"$18.90\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US9)\", \"asin\": \"B0CH9G62F5\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 8.5\", \"asin\": \"B01MY25PT4\", \"price\": \"$33.38\", \"quantity\": \"\"},\n{\"title\": \"Keds Triple Up Canvas, Sneaker Womens, White, 8 Medium\", \"asin\": \"B095ZTQ292\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US8.5)\", \"asin\": \"B0DJQQL7YZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Up Leather Sneaker, White/Gold, 8\", \"asin\": \"B0CNV2TJQ5\", \"price\": \"$44.92\", \"quantity\": \"\"},\n{\"title\": \"STQ White Slip on Sneakers Women Soft Comfortable Casual Canvas Tennis Shoes Machine Washable 8\", \"asin\": \"B0B4635H2V\", \"price\": \"$37.79\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White Dot 11)\", \"asin\": \"B08GC8T9R2\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Mens White Canvas Sneakers Low Top Lace Up Canvas Shoes Fashion Comfortable(White,US11)\", \"asin\": \"B0CP5PRZJB\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 8.5\", \"asin\": \"B01MY25PT4\", \"price\": \"$33.38\", \"quantity\": \"\"},\n{\"title\": \"SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US8.5)\", \"asin\": \"B0DJQQL7YZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Triple Up Canvas, Sneaker Womens, White, 8 Medium\", \"asin\": \"B095ZTQ292\", \"price\": \"$69.95\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:34:20.553Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "keds+sneakers+for+women"}],
"product_details": [{"title": "Keds Women's Kickstart Lace Up Sneaker"},
{"price": "$48.00"},
{"bullet_list": "Durable rubber outsole for added comfort Lace to toe sneaker with 6 eyelets Flat cotton tonal lace Soft breathable twill lining Cushioned footbed"},
{"asin": "B0CY5RG427"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "6"},
{"Color": "Snow White"}],
"promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Keds Women's Triple Up Leather Sneaker, White/Gold, 9", "asin": "B0CNV46WLS", "price": "$44.48", "quantity": ""},
{"title": "Keds Unisex Champion Lace Up Sneaker, RED Canvas, 8 US Women", "asin": "B0017H8SFY", "price": "$54.95", "quantity": ""},
{"title": "Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US8)", "asin": "B0B75F5F25", "price": "$18.90", "quantity": ""},
{"title": "Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US9)", "asin": "B0CH9G62F5", "price": "$21.99", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 8.5", "asin": "B01MY25PT4", "price": "$33.38", "quantity": ""},
{"title": "Keds Triple Up Canvas, Sneaker Womens, White, 8 Medium", "asin": "B095ZTQ292", "price": "$69.95", "quantity": ""},
{"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US8.5)", "asin": "B0DJQQL7YZ", "price": "$25.99", "quantity": ""},
{"title": "Keds Women's Triple Up Leather Sneaker, White/Gold, 8", "asin": "B0CNV2TJQ5", "price": "$44.92", "quantity": ""},
{"title": "STQ White Slip on Sneakers Women Soft Comfortable Casual Canvas Tennis Shoes Machine Washable 8", "asin": "B0B4635H2V", "price": "$37.79", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White Dot 11)", "asin": "B08GC8T9R2", "price": "$26.99", "quantity": ""},
{"title": "FRACORA Mens White Canvas Sneakers Low Top Lace Up Canvas Shoes Fashion Comfortable(White,US11)", "asin": "B0CP5PRZJB", "price": "$22.99", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 8.5", "asin": "B01MY25PT4", "price": "$33.38", "quantity": ""},
{"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US8.5)", "asin": "B0DJQQL7YZ", "price": "$25.99", "quantity": ""},
{"title": "Keds Triple Up Canvas, Sneaker Womens, White, 8 Medium", "asin": "B095ZTQ292", "price": "$69.95", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-29T16:34:20.553Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-29T16:34:20.553Z
|
click
|
review
|
rule
|
2025-04-29T16:34:20.553Z
|
click
|
review
|
train
| 676 |
2025-04-29T16:34:20.553Z
|
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": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "keds+sneakers+for+women"}],
"product_details": [{"title": "Keds Women's Kickstart Lace Up Sneaker"},
{"price": "$48.00"},
{"bullet_list": "Durable rubber outsole for added comfort Lace to toe sneaker with 6 eyelets Flat cotton tonal lace Soft breathable twill lining Cushioned footbed"},
{"asin": "B0CY5RG427"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "6"},
{"Color": "Snow White"}],
"promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Keds Women's Triple Up Leather Sneaker, White/Gold, 9", "asin": "B0CNV46WLS", "price": "$44.48", "quantity": ""},
{"title": "Keds Unisex Champion Lace Up Sneaker, RED Canvas, 8 US Women", "asin": "B0017H8SFY", "price": "$54.95", "quantity": ""},
{"title": "Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US8)", "asin": "B0B75F5F25", "price": "$18.90", "quantity": ""},
{"title": "Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US9)", "asin": "B0CH9G62F5", "price": "$21.99", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 8.5", "asin": "B01MY25PT4", "price": "$33.38", "quantity": ""},
{"title": "Keds Triple Up Canvas, Sneaker Womens, White, 8 Medium", "asin": "B095ZTQ292", "price": "$69.95", "quantity": ""},
{"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US8.5)", "asin": "B0DJQQL7YZ", "price": "$25.99", "quantity": ""},
{"title": "Keds Women's Triple Up Leather Sneaker, White/Gold, 8", "asin": "B0CNV2TJQ5", "price": "$44.92", "quantity": ""},
{"title": "STQ White Slip on Sneakers Women Soft Comfortable Casual Canvas Tennis Shoes Machine Washable 8", "asin": "B0B4635H2V", "price": "$37.79", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White Dot 11)", "asin": "B08GC8T9R2", "price": "$26.99", "quantity": ""},
{"title": "FRACORA Mens White Canvas Sneakers Low Top Lace Up Canvas Shoes Fashion Comfortable(White,US11)", "asin": "B0CP5PRZJB", "price": "$22.99", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 8.5", "asin": "B01MY25PT4", "price": "$33.38", "quantity": ""},
{"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US8.5)", "asin": "B0DJQQL7YZ", "price": "$25.99", "quantity": ""},
{"title": "Keds Triple Up Canvas, Sneaker Womens, White, 8 Medium", "asin": "B095ZTQ292", "price": "$69.95", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-29T16:34:20.553Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"title\": \"Keds Women's Champion Leather Lace Up Sneaker\"},\n{\"price\": \"$52.95\"},\n{\"bullet_list\": \"TIMELESS STYLE \\u2013 Confidently step out in style with the iconic Keds Champion Lace Up Canvas Sneakers for women. Whether you\\u2019re at work or running errands, the cotton canvas upper on these lace up black sneakers for women provide the perfect fit. ALL-DAY COMFORT \\u2013 With a soft, breathable twill lining, these women\\u2019s Keds sneakers ensure your feet stay comfortable all day long. Plus, the flexible rubber outsole on these black Keds offer maximum traction and stability while walking. VERSATILE DESIGN - Effortlessly dress up or down every outfit, thanks to the versatile footwear design. Our black canvas sneakers for women offer superior support for your feet with a 10% recycled PU foam Softerra footbed, so you can keep going. DURABLE QUALITY \\u2013 Made with quality materials, our canvas shoes are built to last. These Keds sneakers for women have a cushioned Ortholite insole that helps to move moisture away from your feet to keep them cool & dry. Care is easy: spot wash & air dry. WEAR YOURS - The very definition of a classic sneaker, the Keds Champion Sneaker has been a wardrobe staple since its debut in 1916. With its goes-with-everything style and up-for-everything comfort, it\\u2019s the kind of sneaker you reach for again and again.\"},\n{\"asin\": \"B0BX4NWZRT\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6\"},\n{\"Color\": \"Blush Premium Leather\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$38.88\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Up Leather Sneaker, White/Gold, 10\", \"asin\": \"B0CNV1P19B\", \"price\": \"$44.92\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Champion Lace Up Sneaker, RED Canvas, 8 Wide\", \"asin\": \"B0017HC968\", \"price\": \"$54.95\", \"quantity\": \"\"},\n{\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, Oatmeal Textile, 7 Medium\", \"asin\": \"B0C3T43KSJ\", \"price\": \"$59.95\", \"quantity\": \"\"},\n{\"title\": \"Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US7)\", \"asin\": \"B09YTV16X3\", \"price\": \"$18.90\", \"quantity\": \"\"},\n{\"title\": \"Keds Triple Up Canvas, Sneaker Womens, White, 8 Medium\", \"asin\": \"B095ZTQ292\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White Dot 10)\", \"asin\": \"B08GC81ZVQ\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Up Leather Sneaker, White/Gold, 6.5\", \"asin\": \"B0CNV3FBGC\", \"price\": \"$44.92\", \"quantity\": \"\"},\n{\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US9)\", \"asin\": \"B08MTSLR73\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White Dot 10)\", \"asin\": \"B08GC81ZVQ\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(Black.US11)\", \"asin\": \"B09YTTSNLN\", \"price\": \"$18.49\", \"quantity\": \"\"},\n{\"title\": \"Keds Unisex Champion Lace Up Sneaker, RED Canvas, 8 US Women\", \"asin\": \"B0017H8SFY\", \"price\": \"$54.95\", \"quantity\": \"\"},\n{\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, Oatmeal Textile, 7 Medium\", \"asin\": \"B0C3T43KSJ\", \"price\": \"$59.95\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip on Sneakers Casual Slip on Walking Shoes Womens Tennis Shoes Flat Dress Shoes Non Slip Work Shoes(White.us8)\", \"asin\": \"B09MS4WT75\", \"price\": \"$21.99\", \"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\": \"2025-04-29T16:57:51.184Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Keds Women's Champion Leather Lace Up Sneaker"},
{"price": "$52.95"},
{"bullet_list": "TIMELESS STYLE \u2013 Confidently step out in style with the iconic Keds Champion Lace Up Canvas Sneakers for women. Whether you\u2019re at work or running errands, the cotton canvas upper on these lace up black sneakers for women provide the perfect fit. ALL-DAY COMFORT \u2013 With a soft, breathable twill lining, these women\u2019s Keds sneakers ensure your feet stay comfortable all day long. Plus, the flexible rubber outsole on these black Keds offer maximum traction and stability while walking. VERSATILE DESIGN - Effortlessly dress up or down every outfit, thanks to the versatile footwear design. Our black canvas sneakers for women offer superior support for your feet with a 10% recycled PU foam Softerra footbed, so you can keep going. DURABLE QUALITY \u2013 Made with quality materials, our canvas shoes are built to last. These Keds sneakers for women have a cushioned Ortholite insole that helps to move moisture away from your feet to keep them cool & dry. Care is easy: spot wash & air dry. WEAR YOURS - The very definition of a classic sneaker, the Keds Champion Sneaker has been a wardrobe staple since its debut in 1916. With its goes-with-everything style and up-for-everything comfort, it\u2019s the kind of sneaker you reach for again and again."},
{"asin": "B0BX4NWZRT"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "6"},
{"Color": "Blush Premium Leather"}],
"promotion_items": [{"title": "", "asin": "", "price": "$38.88", "quantity": ""},
{"title": "Keds Women's Triple Up Leather Sneaker, White/Gold, 10", "asin": "B0CNV1P19B", "price": "$44.92", "quantity": ""},
{"title": "Keds Women's Champion Lace Up Sneaker, RED Canvas, 8 Wide", "asin": "B0017HC968", "price": "$54.95", "quantity": ""},
{"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, Oatmeal Textile, 7 Medium", "asin": "B0C3T43KSJ", "price": "$59.95", "quantity": ""},
{"title": "Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US7)", "asin": "B09YTV16X3", "price": "$18.90", "quantity": ""},
{"title": "Keds Triple Up Canvas, Sneaker Womens, White, 8 Medium", "asin": "B095ZTQ292", "price": "$69.95", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White Dot 10)", "asin": "B08GC81ZVQ", "price": "$26.99", "quantity": ""},
{"title": "Keds Women's Triple Up Leather Sneaker, White/Gold, 6.5", "asin": "B0CNV3FBGC", "price": "$44.92", "quantity": ""},
{"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US9)", "asin": "B08MTSLR73", "price": "$19.99", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White Dot 10)", "asin": "B08GC81ZVQ", "price": "$26.99", "quantity": ""},
{"title": "Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(Black.US11)", "asin": "B09YTTSNLN", "price": "$18.49", "quantity": ""},
{"title": "Keds Unisex Champion Lace Up Sneaker, RED Canvas, 8 US Women", "asin": "B0017H8SFY", "price": "$54.95", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, Oatmeal Textile, 7 Medium", "asin": "B0C3T43KSJ", "price": "$59.95", "quantity": ""},
{"title": "Women's Canvas Slip on Sneakers Casual Slip on Walking Shoes Womens Tennis Shoes Flat Dress Shoes Non Slip Work Shoes(White.us8)", "asin": "B09MS4WT75", "price": "$21.99", "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": "2025-04-29T16:57:51.184Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-29T16:57:51.184Z
|
click
|
product_option
|
rule
|
2025-04-29T16:57:51.184Z
|
click
|
product_option
|
train
| 677 |
2025-04-29T16:57:51.184Z
|
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": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Keds Women's Champion Leather Lace Up Sneaker"},
{"price": "$52.95"},
{"bullet_list": "TIMELESS STYLE \u2013 Confidently step out in style with the iconic Keds Champion Lace Up Canvas Sneakers for women. Whether you\u2019re at work or running errands, the cotton canvas upper on these lace up black sneakers for women provide the perfect fit. ALL-DAY COMFORT \u2013 With a soft, breathable twill lining, these women\u2019s Keds sneakers ensure your feet stay comfortable all day long. Plus, the flexible rubber outsole on these black Keds offer maximum traction and stability while walking. VERSATILE DESIGN - Effortlessly dress up or down every outfit, thanks to the versatile footwear design. Our black canvas sneakers for women offer superior support for your feet with a 10% recycled PU foam Softerra footbed, so you can keep going. DURABLE QUALITY \u2013 Made with quality materials, our canvas shoes are built to last. These Keds sneakers for women have a cushioned Ortholite insole that helps to move moisture away from your feet to keep them cool & dry. Care is easy: spot wash & air dry. WEAR YOURS - The very definition of a classic sneaker, the Keds Champion Sneaker has been a wardrobe staple since its debut in 1916. With its goes-with-everything style and up-for-everything comfort, it\u2019s the kind of sneaker you reach for again and again."},
{"asin": "B0BX4NWZRT"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "6"},
{"Color": "Blush Premium Leather"}],
"promotion_items": [{"title": "", "asin": "", "price": "$38.88", "quantity": ""},
{"title": "Keds Women's Triple Up Leather Sneaker, White/Gold, 10", "asin": "B0CNV1P19B", "price": "$44.92", "quantity": ""},
{"title": "Keds Women's Champion Lace Up Sneaker, RED Canvas, 8 Wide", "asin": "B0017HC968", "price": "$54.95", "quantity": ""},
{"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, Oatmeal Textile, 7 Medium", "asin": "B0C3T43KSJ", "price": "$59.95", "quantity": ""},
{"title": "Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US7)", "asin": "B09YTV16X3", "price": "$18.90", "quantity": ""},
{"title": "Keds Triple Up Canvas, Sneaker Womens, White, 8 Medium", "asin": "B095ZTQ292", "price": "$69.95", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White Dot 10)", "asin": "B08GC81ZVQ", "price": "$26.99", "quantity": ""},
{"title": "Keds Women's Triple Up Leather Sneaker, White/Gold, 6.5", "asin": "B0CNV3FBGC", "price": "$44.92", "quantity": ""},
{"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US9)", "asin": "B08MTSLR73", "price": "$19.99", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White Dot 10)", "asin": "B08GC81ZVQ", "price": "$26.99", "quantity": ""},
{"title": "Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(Black.US11)", "asin": "B09YTTSNLN", "price": "$18.49", "quantity": ""},
{"title": "Keds Unisex Champion Lace Up Sneaker, RED Canvas, 8 US Women", "asin": "B0017H8SFY", "price": "$54.95", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, Oatmeal Textile, 7 Medium", "asin": "B0C3T43KSJ", "price": "$59.95", "quantity": ""},
{"title": "Women's Canvas Slip on Sneakers Casual Slip on Walking Shoes Womens Tennis Shoes Flat Dress Shoes Non Slip Work Shoes(White.us8)", "asin": "B09MS4WT75", "price": "$21.99", "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": "2025-04-29T16:57:51.184Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"title\": \"Vans Women's Filmore Decon Low-Top\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1GRRFH\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"5.5\"},\n{\"Color\": \"Citadel\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\\uff08Blue,US7.5\\uff09\", \"asin\": \"B0CRTTHK2R\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium\", \"asin\": \"B09ZWLXL8N\", \"price\": \"$64.95\", \"quantity\": \"\"},\n{\"title\": \"Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium\", \"asin\": \"B010EGK4ZK\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"CUSHIONAIRE Women\\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11\", \"asin\": \"B0DKP3N6D5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)\", \"asin\": \"B0CY29HCJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6\", \"asin\": \"B0B4W82338\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)\", \"asin\": \"B08Y1LPVRZ\", \"price\": \"$23.99\", \"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\": \"2025-04-29T16:59:34.505Z\", // 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Filmore Decon Low-Top"},
{"price": "$60.00"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B0DJ1GRRFH"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "5.5"},
{"Color": "Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\uff08Blue,US7.5\uff09", "asin": "B0CRTTHK2R", "price": "$23.39", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium", "asin": "B09ZWLXL8N", "price": "$64.95", "quantity": ""},
{"title": "Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium", "asin": "B010EGK4ZK", "price": "$39.87", "quantity": ""},
{"title": "CUSHIONAIRE Women\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11", "asin": "B0DKP3N6D5", "price": "$39.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$10.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)", "asin": "B0CY29HCJR", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6", "asin": "B0B4W82338", "price": "$25.99", "quantity": ""},
{"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)", "asin": "B08Y1LPVRZ", "price": "$23.99", "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": "2025-04-29T16:59:34.505Z", // 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>
|
2025-04-29T16:59:34.505Z
|
click
|
review
|
rule
|
2025-04-29T16:59:34.505Z
|
click
|
review
|
train
| 678 |
2025-04-29T16:59:34.505Z
|
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": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Filmore Decon Low-Top"},
{"price": "$60.00"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B0DJ1GRRFH"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "5.5"},
{"Color": "Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\uff08Blue,US7.5\uff09", "asin": "B0CRTTHK2R", "price": "$23.39", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium", "asin": "B09ZWLXL8N", "price": "$64.95", "quantity": ""},
{"title": "Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium", "asin": "B010EGK4ZK", "price": "$39.87", "quantity": ""},
{"title": "CUSHIONAIRE Women\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11", "asin": "B0DKP3N6D5", "price": "$39.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$10.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)", "asin": "B0CY29HCJR", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6", "asin": "B0B4W82338", "price": "$25.99", "quantity": ""},
{"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)", "asin": "B08Y1LPVRZ", "price": "$23.99", "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": "2025-04-29T16:59:34.505Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"title\": \"Vans Women's Filmore Decon Low-Top\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1GRRFH\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"5.5\"},\n{\"Color\": \"Citadel\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\\uff08Blue,US7.5\\uff09\", \"asin\": \"B0CRTTHK2R\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium\", \"asin\": \"B09ZWLXL8N\", \"price\": \"$64.95\", \"quantity\": \"\"},\n{\"title\": \"Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium\", \"asin\": \"B010EGK4ZK\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"CUSHIONAIRE Women\\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11\", \"asin\": \"B0DKP3N6D5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)\", \"asin\": \"B0CY29HCJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6\", \"asin\": \"B0B4W82338\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)\", \"asin\": \"B08Y1LPVRZ\", \"price\": \"$23.99\", \"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\": \"2025-04-29T16:59:37.459Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Filmore Decon Low-Top"},
{"price": "$60.00"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B0DJ1GRRFH"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "5.5"},
{"Color": "Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\uff08Blue,US7.5\uff09", "asin": "B0CRTTHK2R", "price": "$23.39", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium", "asin": "B09ZWLXL8N", "price": "$64.95", "quantity": ""},
{"title": "Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium", "asin": "B010EGK4ZK", "price": "$39.87", "quantity": ""},
{"title": "CUSHIONAIRE Women\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11", "asin": "B0DKP3N6D5", "price": "$39.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$10.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)", "asin": "B0CY29HCJR", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6", "asin": "B0B4W82338", "price": "$25.99", "quantity": ""},
{"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)", "asin": "B08Y1LPVRZ", "price": "$23.99", "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": "2025-04-29T16:59:37.459Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-29T16:59:37.459Z
|
click
|
review
|
rule
|
2025-04-29T16:59:37.459Z
|
click
|
review
|
train
| 679 |
2025-04-29T16:59:37.459Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Filmore Decon Low-Top"},
{"price": "$60.00"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B0DJ1GRRFH"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "5.5"},
{"Color": "Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\uff08Blue,US7.5\uff09", "asin": "B0CRTTHK2R", "price": "$23.39", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium", "asin": "B09ZWLXL8N", "price": "$64.95", "quantity": ""},
{"title": "Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium", "asin": "B010EGK4ZK", "price": "$39.87", "quantity": ""},
{"title": "CUSHIONAIRE Women\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11", "asin": "B0DKP3N6D5", "price": "$39.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$10.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)", "asin": "B0CY29HCJR", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6", "asin": "B0B4W82338", "price": "$25.99", "quantity": ""},
{"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)", "asin": "B08Y1LPVRZ", "price": "$23.99", "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": "2025-04-29T16:59:37.459Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"title\": \"Vans Women's Filmore Decon Low-Top\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1GRRFH\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"5.5\"},\n{\"Color\": \"Citadel\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\\uff08Blue,US7.5\\uff09\", \"asin\": \"B0CRTTHK2R\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium\", \"asin\": \"B09ZWLXL8N\", \"price\": \"$64.95\", \"quantity\": \"\"},\n{\"title\": \"Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium\", \"asin\": \"B010EGK4ZK\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"CUSHIONAIRE Women\\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11\", \"asin\": \"B0DKP3N6D5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)\", \"asin\": \"B0CY29HCJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6\", \"asin\": \"B0B4W82338\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)\", \"asin\": \"B08Y1LPVRZ\", \"price\": \"$23.99\", \"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\": \"2025-04-29T16:59:39.587Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Filmore Decon Low-Top"},
{"price": "$60.00"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B0DJ1GRRFH"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "5.5"},
{"Color": "Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\uff08Blue,US7.5\uff09", "asin": "B0CRTTHK2R", "price": "$23.39", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium", "asin": "B09ZWLXL8N", "price": "$64.95", "quantity": ""},
{"title": "Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium", "asin": "B010EGK4ZK", "price": "$39.87", "quantity": ""},
{"title": "CUSHIONAIRE Women\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11", "asin": "B0DKP3N6D5", "price": "$39.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$10.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)", "asin": "B0CY29HCJR", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6", "asin": "B0B4W82338", "price": "$25.99", "quantity": ""},
{"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)", "asin": "B08Y1LPVRZ", "price": "$23.99", "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": "2025-04-29T16:59:39.587Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-29T16:59:39.587Z
|
click
|
review
|
rule
|
2025-04-29T16:59:39.587Z
|
click
|
review
|
train
| 680 |
2025-04-29T16:59:39.587Z
|
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": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Filmore Decon Low-Top"},
{"price": "$60.00"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B0DJ1GRRFH"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "5.5"},
{"Color": "Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\uff08Blue,US7.5\uff09", "asin": "B0CRTTHK2R", "price": "$23.39", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium", "asin": "B09ZWLXL8N", "price": "$64.95", "quantity": ""},
{"title": "Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium", "asin": "B010EGK4ZK", "price": "$39.87", "quantity": ""},
{"title": "CUSHIONAIRE Women\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11", "asin": "B0DKP3N6D5", "price": "$39.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$10.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)", "asin": "B0CY29HCJR", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6", "asin": "B0B4W82338", "price": "$25.99", "quantity": ""},
{"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)", "asin": "B08Y1LPVRZ", "price": "$23.99", "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": "2025-04-29T16:59:39.587Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"title\": \"Vans Women's Filmore Decon Low-Top\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1GRRFH\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"5.5\"},\n{\"Color\": \"Citadel\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\\uff08Blue,US7.5\\uff09\", \"asin\": \"B0CRTTHK2R\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium\", \"asin\": \"B09ZWLXL8N\", \"price\": \"$64.95\", \"quantity\": \"\"},\n{\"title\": \"Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium\", \"asin\": \"B010EGK4ZK\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"CUSHIONAIRE Women\\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11\", \"asin\": \"B0DKP3N6D5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)\", \"asin\": \"B0CY29HCJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6\", \"asin\": \"B0B4W82338\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)\", \"asin\": \"B08Y1LPVRZ\", \"price\": \"$23.99\", \"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\": \"2025-04-29T16:59:41.203Z\", // 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Filmore Decon Low-Top"},
{"price": "$60.00"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B0DJ1GRRFH"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "5.5"},
{"Color": "Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\uff08Blue,US7.5\uff09", "asin": "B0CRTTHK2R", "price": "$23.39", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium", "asin": "B09ZWLXL8N", "price": "$64.95", "quantity": ""},
{"title": "Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium", "asin": "B010EGK4ZK", "price": "$39.87", "quantity": ""},
{"title": "CUSHIONAIRE Women\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11", "asin": "B0DKP3N6D5", "price": "$39.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$10.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)", "asin": "B0CY29HCJR", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6", "asin": "B0B4W82338", "price": "$25.99", "quantity": ""},
{"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)", "asin": "B08Y1LPVRZ", "price": "$23.99", "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": "2025-04-29T16:59:41.203Z", // 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>
|
2025-04-29T16:59:41.203Z
|
click
|
review
|
rule
|
2025-04-29T16:59:41.203Z
|
click
|
review
|
train
| 681 |
2025-04-29T16:59:41.203Z
|
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": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Filmore Decon Low-Top"},
{"price": "$60.00"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B0DJ1GRRFH"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "5.5"},
{"Color": "Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\uff08Blue,US7.5\uff09", "asin": "B0CRTTHK2R", "price": "$23.39", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium", "asin": "B09ZWLXL8N", "price": "$64.95", "quantity": ""},
{"title": "Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium", "asin": "B010EGK4ZK", "price": "$39.87", "quantity": ""},
{"title": "CUSHIONAIRE Women\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11", "asin": "B0DKP3N6D5", "price": "$39.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$10.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)", "asin": "B0CY29HCJR", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6", "asin": "B0B4W82338", "price": "$25.99", "quantity": ""},
{"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)", "asin": "B08Y1LPVRZ", "price": "$23.99", "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": "2025-04-29T16:59:41.203Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"title\": \"Vans Women's Filmore Decon Low-Top\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1GRRFH\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"5.5\"},\n{\"Color\": \"Citadel\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\\uff08Blue,US7.5\\uff09\", \"asin\": \"B0CRTTHK2R\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium\", \"asin\": \"B09ZWLXL8N\", \"price\": \"$64.95\", \"quantity\": \"\"},\n{\"title\": \"Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium\", \"asin\": \"B010EGK4ZK\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"CUSHIONAIRE Women\\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11\", \"asin\": \"B0DKP3N6D5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)\", \"asin\": \"B0CY29HCJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6\", \"asin\": \"B0B4W82338\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)\", \"asin\": \"B08Y1LPVRZ\", \"price\": \"$23.99\", \"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\": \"2025-04-29T16:59:42.738Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Filmore Decon Low-Top"},
{"price": "$60.00"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B0DJ1GRRFH"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "5.5"},
{"Color": "Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\uff08Blue,US7.5\uff09", "asin": "B0CRTTHK2R", "price": "$23.39", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium", "asin": "B09ZWLXL8N", "price": "$64.95", "quantity": ""},
{"title": "Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium", "asin": "B010EGK4ZK", "price": "$39.87", "quantity": ""},
{"title": "CUSHIONAIRE Women\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11", "asin": "B0DKP3N6D5", "price": "$39.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$10.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)", "asin": "B0CY29HCJR", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6", "asin": "B0B4W82338", "price": "$25.99", "quantity": ""},
{"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)", "asin": "B08Y1LPVRZ", "price": "$23.99", "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": "2025-04-29T16:59:42.738Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-29T16:59:42.738Z
|
click
|
review
|
rule
|
2025-04-29T16:59:42.738Z
|
click
|
review
|
train
| 682 |
2025-04-29T16:59:42.738Z
|
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": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Filmore Decon Low-Top"},
{"price": "$60.00"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B0DJ1GRRFH"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "5.5"},
{"Color": "Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\uff08Blue,US7.5\uff09", "asin": "B0CRTTHK2R", "price": "$23.39", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium", "asin": "B09ZWLXL8N", "price": "$64.95", "quantity": ""},
{"title": "Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium", "asin": "B010EGK4ZK", "price": "$39.87", "quantity": ""},
{"title": "CUSHIONAIRE Women\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11", "asin": "B0DKP3N6D5", "price": "$39.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$10.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)", "asin": "B0CY29HCJR", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6", "asin": "B0B4W82338", "price": "$25.99", "quantity": ""},
{"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)", "asin": "B08Y1LPVRZ", "price": "$23.99", "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": "2025-04-29T16:59:42.738Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"title\": \"Vans Women's Filmore Decon Low-Top\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1GRRFH\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"5.5\"},\n{\"Color\": \"Citadel\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\\uff08Blue,US7.5\\uff09\", \"asin\": \"B0CRTTHK2R\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium\", \"asin\": \"B09ZWLXL8N\", \"price\": \"$64.95\", \"quantity\": \"\"},\n{\"title\": \"Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium\", \"asin\": \"B010EGK4ZK\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"CUSHIONAIRE Women\\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11\", \"asin\": \"B0DKP3N6D5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)\", \"asin\": \"B0CY29HCJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6\", \"asin\": \"B0B4W82338\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)\", \"asin\": \"B08Y1LPVRZ\", \"price\": \"$23.99\", \"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\": \"2025-04-29T16:59:44.300Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Filmore Decon Low-Top"},
{"price": "$60.00"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B0DJ1GRRFH"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "5.5"},
{"Color": "Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\uff08Blue,US7.5\uff09", "asin": "B0CRTTHK2R", "price": "$23.39", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium", "asin": "B09ZWLXL8N", "price": "$64.95", "quantity": ""},
{"title": "Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium", "asin": "B010EGK4ZK", "price": "$39.87", "quantity": ""},
{"title": "CUSHIONAIRE Women\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11", "asin": "B0DKP3N6D5", "price": "$39.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$10.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)", "asin": "B0CY29HCJR", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6", "asin": "B0B4W82338", "price": "$25.99", "quantity": ""},
{"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)", "asin": "B08Y1LPVRZ", "price": "$23.99", "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": "2025-04-29T16:59:44.300Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-29T16:59:44.300Z
|
click
|
review
|
rule
|
2025-04-29T16:59:44.300Z
|
click
|
review
|
train
| 683 |
2025-04-29T16:59:44.300Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Filmore Decon Low-Top"},
{"price": "$60.00"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B0DJ1GRRFH"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "5.5"},
{"Color": "Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\uff08Blue,US7.5\uff09", "asin": "B0CRTTHK2R", "price": "$23.39", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium", "asin": "B09ZWLXL8N", "price": "$64.95", "quantity": ""},
{"title": "Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium", "asin": "B010EGK4ZK", "price": "$39.87", "quantity": ""},
{"title": "CUSHIONAIRE Women\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11", "asin": "B0DKP3N6D5", "price": "$39.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$10.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)", "asin": "B0CY29HCJR", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6", "asin": "B0B4W82338", "price": "$25.99", "quantity": ""},
{"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)", "asin": "B08Y1LPVRZ", "price": "$23.99", "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": "2025-04-29T16:59:44.300Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"title\": \"Vans Women's Filmore Decon Low-Top\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1GRRFH\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"5.5\"},\n{\"Color\": \"Citadel\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\\uff08Blue,US7.5\\uff09\", \"asin\": \"B0CRTTHK2R\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium\", \"asin\": \"B09ZWLXL8N\", \"price\": \"$64.95\", \"quantity\": \"\"},\n{\"title\": \"Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium\", \"asin\": \"B010EGK4ZK\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"CUSHIONAIRE Women\\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11\", \"asin\": \"B0DKP3N6D5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)\", \"asin\": \"B0CY29HCJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6\", \"asin\": \"B0B4W82338\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)\", \"asin\": \"B08Y1LPVRZ\", \"price\": \"$23.99\", \"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\": \"2025-04-29T16:59:46.505Z\", // 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Filmore Decon Low-Top"},
{"price": "$60.00"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B0DJ1GRRFH"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "5.5"},
{"Color": "Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\uff08Blue,US7.5\uff09", "asin": "B0CRTTHK2R", "price": "$23.39", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium", "asin": "B09ZWLXL8N", "price": "$64.95", "quantity": ""},
{"title": "Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium", "asin": "B010EGK4ZK", "price": "$39.87", "quantity": ""},
{"title": "CUSHIONAIRE Women\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11", "asin": "B0DKP3N6D5", "price": "$39.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$10.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)", "asin": "B0CY29HCJR", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6", "asin": "B0B4W82338", "price": "$25.99", "quantity": ""},
{"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)", "asin": "B08Y1LPVRZ", "price": "$23.99", "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": "2025-04-29T16:59:46.505Z", // 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>
|
2025-04-29T16:59:46.505Z
|
click
|
review
|
rule
|
2025-04-29T16:59:46.505Z
|
click
|
review
|
train
| 684 |
2025-04-29T16:59:46.505Z
|
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": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Filmore Decon Low-Top"},
{"price": "$60.00"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B0DJ1GRRFH"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "5.5"},
{"Color": "Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\uff08Blue,US7.5\uff09", "asin": "B0CRTTHK2R", "price": "$23.39", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium", "asin": "B09ZWLXL8N", "price": "$64.95", "quantity": ""},
{"title": "Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium", "asin": "B010EGK4ZK", "price": "$39.87", "quantity": ""},
{"title": "CUSHIONAIRE Women\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11", "asin": "B0DKP3N6D5", "price": "$39.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$10.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)", "asin": "B0CY29HCJR", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6", "asin": "B0B4W82338", "price": "$25.99", "quantity": ""},
{"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)", "asin": "B08Y1LPVRZ", "price": "$23.99", "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": "2025-04-29T16:59:46.505Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"title\": \"Vans Women's Filmore Decon Low-Top\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1GRRFH\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"5.5\"},\n{\"Color\": \"Citadel\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\\uff08Blue,US7.5\\uff09\", \"asin\": \"B0CRTTHK2R\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium\", \"asin\": \"B09ZWLXL8N\", \"price\": \"$64.95\", \"quantity\": \"\"},\n{\"title\": \"Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium\", \"asin\": \"B010EGK4ZK\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"CUSHIONAIRE Women\\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11\", \"asin\": \"B0DKP3N6D5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)\", \"asin\": \"B0CY29HCJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6\", \"asin\": \"B0B4W82338\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)\", \"asin\": \"B08Y1LPVRZ\", \"price\": \"$23.99\", \"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\": \"2025-04-29T16:59:48.040Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Filmore Decon Low-Top"},
{"price": "$60.00"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B0DJ1GRRFH"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "5.5"},
{"Color": "Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\uff08Blue,US7.5\uff09", "asin": "B0CRTTHK2R", "price": "$23.39", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium", "asin": "B09ZWLXL8N", "price": "$64.95", "quantity": ""},
{"title": "Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium", "asin": "B010EGK4ZK", "price": "$39.87", "quantity": ""},
{"title": "CUSHIONAIRE Women\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11", "asin": "B0DKP3N6D5", "price": "$39.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$10.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)", "asin": "B0CY29HCJR", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6", "asin": "B0B4W82338", "price": "$25.99", "quantity": ""},
{"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)", "asin": "B08Y1LPVRZ", "price": "$23.99", "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": "2025-04-29T16:59:48.040Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-29T16:59:48.040Z
|
click
|
review
|
rule
|
2025-04-29T16:59:48.040Z
|
click
|
review
|
train
| 685 |
2025-04-29T16:59:48.040Z
|
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": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Filmore Decon Low-Top"},
{"price": "$60.00"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B0DJ1GRRFH"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "5.5"},
{"Color": "Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\uff08Blue,US7.5\uff09", "asin": "B0CRTTHK2R", "price": "$23.39", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium", "asin": "B09ZWLXL8N", "price": "$64.95", "quantity": ""},
{"title": "Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium", "asin": "B010EGK4ZK", "price": "$39.87", "quantity": ""},
{"title": "CUSHIONAIRE Women\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11", "asin": "B0DKP3N6D5", "price": "$39.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$10.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)", "asin": "B0CY29HCJR", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6", "asin": "B0B4W82338", "price": "$25.99", "quantity": ""},
{"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)", "asin": "B08Y1LPVRZ", "price": "$23.99", "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": "2025-04-29T16:59:48.040Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"title\": \"Vans Women's Filmore Decon Low-Top\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1GRRFH\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"5.5\"},\n{\"Color\": \"Citadel\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$54.95\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\\uff08Blue,US7.5\\uff09\", \"asin\": \"B0CRTTHK2R\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium\", \"asin\": \"B09ZWLXL8N\", \"price\": \"$64.95\", \"quantity\": \"\"},\n{\"title\": \"Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium\", \"asin\": \"B010EGK4ZK\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"CUSHIONAIRE Women\\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11\", \"asin\": \"B0DKP3N6D5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)\", \"asin\": \"B0CY29HCJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6\", \"asin\": \"B0B4W82338\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)\", \"asin\": \"B08Y1LPVRZ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,9)\", \"asin\": \"B0CP7277PW\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Red,US7)\", \"asin\": \"B0CP5QPPQ3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Skechers Women's Max Cushioning Elite 2.0 Vanish Hands Free Slip-Ins Sneaker, White/Black, 6.5\", \"asin\": \"B0CHF7TNLJ\", \"price\": \"$79.59\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US6.5)\", \"asin\": \"B0CH9G5KJF\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Giniros Women's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers Green 9\", \"asin\": \"B0DNMHJNTZ\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Womens Running Shoes Blade Tennis Walking Fashion Sneakers Breathable Non Slip Gym Sports Work Trainers White\", \"asin\": \"B092R72G42\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Ranger EXP Low-Top\", \"asin\": \"B0F5QDJGH1\", \"price\": \"$65.63\", \"quantity\": \"\"},\n{\"title\": \"Vans Men's Ranger EXP Low-Top\", \"asin\": \"B0F5QJ8G16\", \"price\": \"$73.43\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Black/White, 5.5\", \"asin\": \"B0949MFTZX\", \"price\": \"$75.00\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Brooklyn LS Low-Top\", \"asin\": \"B0F5QDDNJF\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Low-top Trainers\", \"asin\": \"B07SYM64C2\", \"price\": \"$44.79\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Emmy Deluxe\", \"asin\": \"B0F5QGSND9\", \"price\": \"$58.68\", \"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\": \"2025-04-29T17:00:42.192Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Filmore Decon Low-Top"},
{"price": "$60.00"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B0DJ1GRRFH"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "5.5"},
{"Color": "Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "$54.95", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\uff08Blue,US7.5\uff09", "asin": "B0CRTTHK2R", "price": "$23.39", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium", "asin": "B09ZWLXL8N", "price": "$64.95", "quantity": ""},
{"title": "Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium", "asin": "B010EGK4ZK", "price": "$39.87", "quantity": ""},
{"title": "CUSHIONAIRE Women\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11", "asin": "B0DKP3N6D5", "price": "$39.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$10.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)", "asin": "B0CY29HCJR", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6", "asin": "B0B4W82338", "price": "$25.99", "quantity": ""},
{"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)", "asin": "B08Y1LPVRZ", "price": "$23.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,9)", "asin": "B0CP7277PW", "price": "$21.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Red,US7)", "asin": "B0CP5QPPQ3", "price": "$10.99", "quantity": ""},
{"title": "Skechers Women's Max Cushioning Elite 2.0 Vanish Hands Free Slip-Ins Sneaker, White/Black, 6.5", "asin": "B0CHF7TNLJ", "price": "$79.59", "quantity": ""},
{"title": "Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US6.5)", "asin": "B0CH9G5KJF", "price": "$21.99", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Giniros Women's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers Green 9", "asin": "B0DNMHJNTZ", "price": "$28.99", "quantity": ""},
{"title": "Womens Running Shoes Blade Tennis Walking Fashion Sneakers Breathable Non Slip Gym Sports Work Trainers White", "asin": "B092R72G42", "price": "$36.99", "quantity": ""},
{"title": "Vans Women's Ranger EXP Low-Top", "asin": "B0F5QDJGH1", "price": "$65.63", "quantity": ""},
{"title": "Vans Men's Ranger EXP Low-Top", "asin": "B0F5QJ8G16", "price": "$73.43", "quantity": ""},
{"title": "Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Black/White, 5.5", "asin": "B0949MFTZX", "price": "$75.00", "quantity": ""},
{"title": "Vans Women's Brooklyn LS Low-Top", "asin": "B0F5QDDNJF", "price": "$40.00", "quantity": ""},
{"title": "Vans Women's Low-top Trainers", "asin": "B07SYM64C2", "price": "$44.79", "quantity": ""},
{"title": "Vans Women's Emmy Deluxe", "asin": "B0F5QGSND9", "price": "$58.68", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-29T17:00:42.192Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-29T17:00:42.192Z
|
click
|
review
|
rule
|
2025-04-29T17:00:42.192Z
|
click
|
review
|
train
| 686 |
2025-04-29T17:00:42.192Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Filmore Decon Low-Top"},
{"price": "$60.00"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B0DJ1GRRFH"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "5.5"},
{"Color": "Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "$54.95", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\uff08Blue,US7.5\uff09", "asin": "B0CRTTHK2R", "price": "$23.39", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium", "asin": "B09ZWLXL8N", "price": "$64.95", "quantity": ""},
{"title": "Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium", "asin": "B010EGK4ZK", "price": "$39.87", "quantity": ""},
{"title": "CUSHIONAIRE Women\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11", "asin": "B0DKP3N6D5", "price": "$39.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$10.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)", "asin": "B0CY29HCJR", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6", "asin": "B0B4W82338", "price": "$25.99", "quantity": ""},
{"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)", "asin": "B08Y1LPVRZ", "price": "$23.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,9)", "asin": "B0CP7277PW", "price": "$21.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Red,US7)", "asin": "B0CP5QPPQ3", "price": "$10.99", "quantity": ""},
{"title": "Skechers Women's Max Cushioning Elite 2.0 Vanish Hands Free Slip-Ins Sneaker, White/Black, 6.5", "asin": "B0CHF7TNLJ", "price": "$79.59", "quantity": ""},
{"title": "Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US6.5)", "asin": "B0CH9G5KJF", "price": "$21.99", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Giniros Women's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers Green 9", "asin": "B0DNMHJNTZ", "price": "$28.99", "quantity": ""},
{"title": "Womens Running Shoes Blade Tennis Walking Fashion Sneakers Breathable Non Slip Gym Sports Work Trainers White", "asin": "B092R72G42", "price": "$36.99", "quantity": ""},
{"title": "Vans Women's Ranger EXP Low-Top", "asin": "B0F5QDJGH1", "price": "$65.63", "quantity": ""},
{"title": "Vans Men's Ranger EXP Low-Top", "asin": "B0F5QJ8G16", "price": "$73.43", "quantity": ""},
{"title": "Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Black/White, 5.5", "asin": "B0949MFTZX", "price": "$75.00", "quantity": ""},
{"title": "Vans Women's Brooklyn LS Low-Top", "asin": "B0F5QDDNJF", "price": "$40.00", "quantity": ""},
{"title": "Vans Women's Low-top Trainers", "asin": "B07SYM64C2", "price": "$44.79", "quantity": ""},
{"title": "Vans Women's Emmy Deluxe", "asin": "B0F5QGSND9", "price": "$58.68", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-29T17:00:42.192Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"title\": \"Vans Women's Filmore Decon Low-Top\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1GRRFH\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6\"},\n{\"Color\": \"Gum Marshmallow\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$54.95\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\\uff08Blue,US7.5\\uff09\", \"asin\": \"B0CRTTHK2R\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium\", \"asin\": \"B09ZWLXL8N\", \"price\": \"$64.95\", \"quantity\": \"\"},\n{\"title\": \"Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium\", \"asin\": \"B010EGK4ZK\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"CUSHIONAIRE Women\\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11\", \"asin\": \"B0DKP3N6D5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)\", \"asin\": \"B0CY29HCJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6\", \"asin\": \"B0B4W82338\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)\", \"asin\": \"B08Y1LPVRZ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,9)\", \"asin\": \"B0CP7277PW\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Red,US7)\", \"asin\": \"B0CP5QPPQ3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Skechers Women's Max Cushioning Elite 2.0 Vanish Hands Free Slip-Ins Sneaker, White/Black, 6.5\", \"asin\": \"B0CHF7TNLJ\", \"price\": \"$79.59\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US6.5)\", \"asin\": \"B0CH9G5KJF\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Giniros Women's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers Green 9\", \"asin\": \"B0DNMHJNTZ\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Womens Running Shoes Blade Tennis Walking Fashion Sneakers Breathable Non Slip Gym Sports Work Trainers White\", \"asin\": \"B092R72G42\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Ranger EXP Low-Top\", \"asin\": \"B0F5QDJGH1\", \"price\": \"$65.63\", \"quantity\": \"\"},\n{\"title\": \"Vans Men's Ranger EXP Low-Top\", \"asin\": \"B0F5QJ8G16\", \"price\": \"$73.43\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Black/White, 5.5\", \"asin\": \"B0949MFTZX\", \"price\": \"$75.00\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Brooklyn LS Low-Top\", \"asin\": \"B0F5QDDNJF\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Low-top Trainers\", \"asin\": \"B07SYM64C2\", \"price\": \"$44.79\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Emmy Deluxe\", \"asin\": \"B0F5QGSND9\", \"price\": \"$58.68\", \"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\": \"2025-04-29T17:00:51.033Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Filmore Decon Low-Top"},
{"price": "$60.00"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B0DJ1GRRFH"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "6"},
{"Color": "Gum Marshmallow"}],
"promotion_items": [{"title": "", "asin": "", "price": "$54.95", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\uff08Blue,US7.5\uff09", "asin": "B0CRTTHK2R", "price": "$23.39", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium", "asin": "B09ZWLXL8N", "price": "$64.95", "quantity": ""},
{"title": "Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium", "asin": "B010EGK4ZK", "price": "$39.87", "quantity": ""},
{"title": "CUSHIONAIRE Women\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11", "asin": "B0DKP3N6D5", "price": "$39.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$10.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)", "asin": "B0CY29HCJR", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6", "asin": "B0B4W82338", "price": "$25.99", "quantity": ""},
{"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)", "asin": "B08Y1LPVRZ", "price": "$23.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,9)", "asin": "B0CP7277PW", "price": "$21.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Red,US7)", "asin": "B0CP5QPPQ3", "price": "$10.99", "quantity": ""},
{"title": "Skechers Women's Max Cushioning Elite 2.0 Vanish Hands Free Slip-Ins Sneaker, White/Black, 6.5", "asin": "B0CHF7TNLJ", "price": "$79.59", "quantity": ""},
{"title": "Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US6.5)", "asin": "B0CH9G5KJF", "price": "$21.99", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Giniros Women's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers Green 9", "asin": "B0DNMHJNTZ", "price": "$28.99", "quantity": ""},
{"title": "Womens Running Shoes Blade Tennis Walking Fashion Sneakers Breathable Non Slip Gym Sports Work Trainers White", "asin": "B092R72G42", "price": "$36.99", "quantity": ""},
{"title": "Vans Women's Ranger EXP Low-Top", "asin": "B0F5QDJGH1", "price": "$65.63", "quantity": ""},
{"title": "Vans Men's Ranger EXP Low-Top", "asin": "B0F5QJ8G16", "price": "$73.43", "quantity": ""},
{"title": "Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Black/White, 5.5", "asin": "B0949MFTZX", "price": "$75.00", "quantity": ""},
{"title": "Vans Women's Brooklyn LS Low-Top", "asin": "B0F5QDDNJF", "price": "$40.00", "quantity": ""},
{"title": "Vans Women's Low-top Trainers", "asin": "B07SYM64C2", "price": "$44.79", "quantity": ""},
{"title": "Vans Women's Emmy Deluxe", "asin": "B0F5QGSND9", "price": "$58.68", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-29T17:00:51.033Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-29T17:00:51.033Z
|
click
|
product_option
|
rule
|
2025-04-29T17:00:51.033Z
|
click
|
product_option
|
train
| 687 |
2025-04-29T17:00:51.033Z
|
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": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Filmore Decon Low-Top"},
{"price": "$60.00"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B0DJ1GRRFH"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "6"},
{"Color": "Gum Marshmallow"}],
"promotion_items": [{"title": "", "asin": "", "price": "$54.95", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\uff08Blue,US7.5\uff09", "asin": "B0CRTTHK2R", "price": "$23.39", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium", "asin": "B09ZWLXL8N", "price": "$64.95", "quantity": ""},
{"title": "Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium", "asin": "B010EGK4ZK", "price": "$39.87", "quantity": ""},
{"title": "CUSHIONAIRE Women\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11", "asin": "B0DKP3N6D5", "price": "$39.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$10.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)", "asin": "B0CY29HCJR", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6", "asin": "B0B4W82338", "price": "$25.99", "quantity": ""},
{"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)", "asin": "B08Y1LPVRZ", "price": "$23.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,9)", "asin": "B0CP7277PW", "price": "$21.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Red,US7)", "asin": "B0CP5QPPQ3", "price": "$10.99", "quantity": ""},
{"title": "Skechers Women's Max Cushioning Elite 2.0 Vanish Hands Free Slip-Ins Sneaker, White/Black, 6.5", "asin": "B0CHF7TNLJ", "price": "$79.59", "quantity": ""},
{"title": "Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US6.5)", "asin": "B0CH9G5KJF", "price": "$21.99", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Giniros Women's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers Green 9", "asin": "B0DNMHJNTZ", "price": "$28.99", "quantity": ""},
{"title": "Womens Running Shoes Blade Tennis Walking Fashion Sneakers Breathable Non Slip Gym Sports Work Trainers White", "asin": "B092R72G42", "price": "$36.99", "quantity": ""},
{"title": "Vans Women's Ranger EXP Low-Top", "asin": "B0F5QDJGH1", "price": "$65.63", "quantity": ""},
{"title": "Vans Men's Ranger EXP Low-Top", "asin": "B0F5QJ8G16", "price": "$73.43", "quantity": ""},
{"title": "Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Black/White, 5.5", "asin": "B0949MFTZX", "price": "$75.00", "quantity": ""},
{"title": "Vans Women's Brooklyn LS Low-Top", "asin": "B0F5QDDNJF", "price": "$40.00", "quantity": ""},
{"title": "Vans Women's Low-top Trainers", "asin": "B07SYM64C2", "price": "$44.79", "quantity": ""},
{"title": "Vans Women's Emmy Deluxe", "asin": "B0F5QGSND9", "price": "$58.68", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-29T17:00:51.033Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"title\": \"Vans Women's Filmore Decon Low-Top\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1J7DDN\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6\"},\n{\"Color\": \"Black/White\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 5 Medium\", \"asin\": \"B09ZWKWHGN\", \"price\": \"$64.95\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Glolily Elle Starburst Perf Women's Comfort Sneaker - White/White, 7 M\", \"asin\": \"B0F1DT7ZDS\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Chunky Lace Sepia Rose, 8\", \"asin\": \"B0DJ2PK4MD\", \"price\": \"$75.00\", \"quantity\": \"\"},\n{\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8\", \"asin\": \"B09Z73K77H\", \"price\": \"$64.34\", \"quantity\": \"\"},\n{\"title\": \"LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)\", \"asin\": \"B0D7ZSTWQZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"VANS Women's Asher Slip-On Shoe | Comfortable Sneakers for Walking, Fashion & Everyday Wear, Durable & Lightweight Footwear with Casual Style \\u2013 Butterfly Floral Blanc de Blanc\", \"asin\": \"B0DWS6ZK75\", \"price\": \"$65.00\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US6.5)\", \"asin\": \"B0CH9G5KJF\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Sneaker, Suede Mesh White, 8\", \"asin\": \"B0CPLXMBS2\", \"price\": \"$64.95\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,9)\", \"asin\": \"B0CP7277PW\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Red,US7)\", \"asin\": \"B0CP5QPPQ3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Skechers Women's Max Cushioning Elite 2.0 Vanish Hands Free Slip-Ins Sneaker, White/Black, 6.5\", \"asin\": \"B0CHF7TNLJ\", \"price\": \"$79.59\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US6.5)\", \"asin\": \"B0CH9G5KJF\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Giniros Women's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers Green 9\", \"asin\": \"B0DNMHJNTZ\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Womens Running Shoes Blade Tennis Walking Fashion Sneakers Breathable Non Slip Gym Sports Work Trainers White\", \"asin\": \"B092R72G42\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Ranger EXP Low-Top\", \"asin\": \"B0F5QDJGH1\", \"price\": \"$65.63\", \"quantity\": \"\"},\n{\"title\": \"Vans Men's Ranger EXP Low-Top\", \"asin\": \"B0F5QJ8G16\", \"price\": \"$73.43\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Black/White, 5.5\", \"asin\": \"B0949MFTZX\", \"price\": \"$75.00\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Brooklyn LS Low-Top\", \"asin\": \"B0F5QDDNJF\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Low-top Trainers\", \"asin\": \"B07SYM64C2\", \"price\": \"$44.79\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Emmy Deluxe\", \"asin\": \"B0F5QGSND9\", \"price\": \"$58.68\", \"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\": \"2025-04-29T17:01:09.915Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Filmore Decon Low-Top"},
{"price": "$60.00"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B0DJ1J7DDN"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "6"},
{"Color": "Black/White"}],
"promotion_items": [{"title": "", "asin": "", "price": "$28.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 5 Medium", "asin": "B09ZWKWHGN", "price": "$64.95", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Glolily Elle Starburst Perf Women's Comfort Sneaker - White/White, 7 M", "asin": "B0F1DT7ZDS", "price": "$49.95", "quantity": ""},
{"title": "Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Chunky Lace Sepia Rose, 8", "asin": "B0DJ2PK4MD", "price": "$75.00", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8", "asin": "B09Z73K77H", "price": "$64.34", "quantity": ""},
{"title": "LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)", "asin": "B0D7ZSTWQZ", "price": "$34.99", "quantity": ""},
{"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""},
{"title": "VANS Women's Asher Slip-On Shoe | Comfortable Sneakers for Walking, Fashion & Everyday Wear, Durable & Lightweight Footwear with Casual Style \u2013 Butterfly Floral Blanc de Blanc", "asin": "B0DWS6ZK75", "price": "$65.00", "quantity": ""},
{"title": "Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US6.5)", "asin": "B0CH9G5KJF", "price": "$21.99", "quantity": ""},
{"title": "Vans Women's Sneaker, Suede Mesh White, 8", "asin": "B0CPLXMBS2", "price": "$64.95", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,9)", "asin": "B0CP7277PW", "price": "$21.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Red,US7)", "asin": "B0CP5QPPQ3", "price": "$10.99", "quantity": ""},
{"title": "Skechers Women's Max Cushioning Elite 2.0 Vanish Hands Free Slip-Ins Sneaker, White/Black, 6.5", "asin": "B0CHF7TNLJ", "price": "$79.59", "quantity": ""},
{"title": "Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US6.5)", "asin": "B0CH9G5KJF", "price": "$21.99", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Giniros Women's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers Green 9", "asin": "B0DNMHJNTZ", "price": "$28.99", "quantity": ""},
{"title": "Womens Running Shoes Blade Tennis Walking Fashion Sneakers Breathable Non Slip Gym Sports Work Trainers White", "asin": "B092R72G42", "price": "$36.99", "quantity": ""},
{"title": "Vans Women's Ranger EXP Low-Top", "asin": "B0F5QDJGH1", "price": "$65.63", "quantity": ""},
{"title": "Vans Men's Ranger EXP Low-Top", "asin": "B0F5QJ8G16", "price": "$73.43", "quantity": ""},
{"title": "Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Black/White, 5.5", "asin": "B0949MFTZX", "price": "$75.00", "quantity": ""},
{"title": "Vans Women's Brooklyn LS Low-Top", "asin": "B0F5QDDNJF", "price": "$40.00", "quantity": ""},
{"title": "Vans Women's Low-top Trainers", "asin": "B07SYM64C2", "price": "$44.79", "quantity": ""},
{"title": "Vans Women's Emmy Deluxe", "asin": "B0F5QGSND9", "price": "$58.68", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-29T17:01:09.915Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-29T17:01:09.915Z
|
click
|
product_option
|
rule
|
2025-04-29T17:01:09.915Z
|
click
|
product_option
|
train
| 688 |
2025-04-29T17:01:09.915Z
|
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": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Filmore Decon Low-Top"},
{"price": "$60.00"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B0DJ1J7DDN"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "6"},
{"Color": "Black/White"}],
"promotion_items": [{"title": "", "asin": "", "price": "$28.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 5 Medium", "asin": "B09ZWKWHGN", "price": "$64.95", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Glolily Elle Starburst Perf Women's Comfort Sneaker - White/White, 7 M", "asin": "B0F1DT7ZDS", "price": "$49.95", "quantity": ""},
{"title": "Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Chunky Lace Sepia Rose, 8", "asin": "B0DJ2PK4MD", "price": "$75.00", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8", "asin": "B09Z73K77H", "price": "$64.34", "quantity": ""},
{"title": "LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)", "asin": "B0D7ZSTWQZ", "price": "$34.99", "quantity": ""},
{"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""},
{"title": "VANS Women's Asher Slip-On Shoe | Comfortable Sneakers for Walking, Fashion & Everyday Wear, Durable & Lightweight Footwear with Casual Style \u2013 Butterfly Floral Blanc de Blanc", "asin": "B0DWS6ZK75", "price": "$65.00", "quantity": ""},
{"title": "Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US6.5)", "asin": "B0CH9G5KJF", "price": "$21.99", "quantity": ""},
{"title": "Vans Women's Sneaker, Suede Mesh White, 8", "asin": "B0CPLXMBS2", "price": "$64.95", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,9)", "asin": "B0CP7277PW", "price": "$21.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Red,US7)", "asin": "B0CP5QPPQ3", "price": "$10.99", "quantity": ""},
{"title": "Skechers Women's Max Cushioning Elite 2.0 Vanish Hands Free Slip-Ins Sneaker, White/Black, 6.5", "asin": "B0CHF7TNLJ", "price": "$79.59", "quantity": ""},
{"title": "Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US6.5)", "asin": "B0CH9G5KJF", "price": "$21.99", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Giniros Women's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers Green 9", "asin": "B0DNMHJNTZ", "price": "$28.99", "quantity": ""},
{"title": "Womens Running Shoes Blade Tennis Walking Fashion Sneakers Breathable Non Slip Gym Sports Work Trainers White", "asin": "B092R72G42", "price": "$36.99", "quantity": ""},
{"title": "Vans Women's Ranger EXP Low-Top", "asin": "B0F5QDJGH1", "price": "$65.63", "quantity": ""},
{"title": "Vans Men's Ranger EXP Low-Top", "asin": "B0F5QJ8G16", "price": "$73.43", "quantity": ""},
{"title": "Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Black/White, 5.5", "asin": "B0949MFTZX", "price": "$75.00", "quantity": ""},
{"title": "Vans Women's Brooklyn LS Low-Top", "asin": "B0F5QDDNJF", "price": "$40.00", "quantity": ""},
{"title": "Vans Women's Low-top Trainers", "asin": "B07SYM64C2", "price": "$44.79", "quantity": ""},
{"title": "Vans Women's Emmy Deluxe", "asin": "B0F5QGSND9", "price": "$58.68", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-29T17:01:09.915Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"title\": \"Vans Women's Filmore Decon Low-Top\"},\n{\"price\": \"$52.39\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed suede & canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight materials and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B08M41J12L\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6\"},\n{\"Color\": \"Citadel\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$41.56\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Asher Slip-On Shoe | Comfortable Sneakers for Walking, Fashion & Everyday Wear, Black/Black, 8\", \"asin\": \"B07VJT5F6C\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Michael Kors Women's Georgie Trainer Sneaker\", \"asin\": \"B0CF7HPH85\", \"price\": \"$165.00\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip on Shoes Canvas Sneakers Loafers Non Slip Shoes Low Top Casual Low Cut Shoes(Black.US9.5)\\u2026\", \"asin\": \"B0C85VBCVK\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Color Stripe 07)\", \"asin\": \"B07YKCQQ2W\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Vepose Women's 8006 Fashion Sneakers, Walking Comfortable Shoes, Slip on Casual Sneaker\", \"asin\": \"B0BTGH88J8\", \"price\": \"$40.98\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Caldrone Shoe | Chunky Low-Top Fashion Sneakers with Retro-Inspired Style, Suede/Mesh Sepia Rose, 8\", \"asin\": \"B0D7QDQHNQ\", \"price\": \"$74.96\", \"quantity\": \"\"},\n{\"title\": \"Cull4U Women's Laid Back Low-Top Sneaker Shoe (8 M US,Black)\", \"asin\": \"B089P1HNLC\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Suede/Mesh Hint of Mint, 8\", \"asin\": \"B0DSWLGLGW\", \"price\": \"$75.00\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"VANS Women's Asher Slip-On Shoe | Comfortable Sneakers for Walking, Fashion & Everyday Wear, Durable & Lightweight Footwear with Casual Style \\u2013 Butterfly Floral Blanc de Blanc\", \"asin\": \"B0DWS6ZK75\", \"price\": \"$65.00\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Caldrone Shoe | Chunky Low-Top Fashion Sneakers with Retro-Inspired Style, Sepia Rose, 8\", \"asin\": \"B0D7QF537G\", \"price\": \"$74.97\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,9)\", \"asin\": \"B0CP7277PW\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Red,US7)\", \"asin\": \"B0CP5QPPQ3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Skechers Women's Max Cushioning Elite 2.0 Vanish Hands Free Slip-Ins Sneaker, White/Black, 6.5\", \"asin\": \"B0CHF7TNLJ\", \"price\": \"$79.59\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US6.5)\", \"asin\": \"B0CH9G5KJF\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Giniros Women's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers Green 9\", \"asin\": \"B0DNMHJNTZ\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Womens Running Shoes Blade Tennis Walking Fashion Sneakers Breathable Non Slip Gym Sports Work Trainers White\", \"asin\": \"B092R72G42\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Ranger EXP Low-Top\", \"asin\": \"B0F5QDJGH1\", \"price\": \"$65.63\", \"quantity\": \"\"},\n{\"title\": \"Vans Men's Ranger EXP Low-Top\", \"asin\": \"B0F5QJ8G16\", \"price\": \"$73.43\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Black/White, 5.5\", \"asin\": \"B0949MFTZX\", \"price\": \"$75.00\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Brooklyn LS Low-Top\", \"asin\": \"B0F5QDDNJF\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Low-top Trainers\", \"asin\": \"B07SYM64C2\", \"price\": \"$44.79\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Emmy Deluxe\", \"asin\": \"B0F5QGSND9\", \"price\": \"$58.68\", \"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\": \"2025-04-29T17:01:28.869Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Filmore Decon Low-Top"},
{"price": "$52.39"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed suede & canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight materials and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B08M41J12L"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "6"},
{"Color": "Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "$41.56", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""},
{"title": "Vans Women's Asher Slip-On Shoe | Comfortable Sneakers for Walking, Fashion & Everyday Wear, Black/Black, 8", "asin": "B07VJT5F6C", "price": "$54.99", "quantity": ""},
{"title": "Michael Kors Women's Georgie Trainer Sneaker", "asin": "B0CF7HPH85", "price": "$165.00", "quantity": ""},
{"title": "Women's Slip on Shoes Canvas Sneakers Loafers Non Slip Shoes Low Top Casual Low Cut Shoes(Black.US9.5)\u2026", "asin": "B0C85VBCVK", "price": "$21.24", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Color Stripe 07)", "asin": "B07YKCQQ2W", "price": "$25.99", "quantity": ""},
{"title": "Vepose Women's 8006 Fashion Sneakers, Walking Comfortable Shoes, Slip on Casual Sneaker", "asin": "B0BTGH88J8", "price": "$40.98", "quantity": ""},
{"title": "Vans Women's Caldrone Shoe | Chunky Low-Top Fashion Sneakers with Retro-Inspired Style, Suede/Mesh Sepia Rose, 8", "asin": "B0D7QDQHNQ", "price": "$74.96", "quantity": ""},
{"title": "Cull4U Women's Laid Back Low-Top Sneaker Shoe (8 M US,Black)", "asin": "B089P1HNLC", "price": "$26.99", "quantity": ""},
{"title": "Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Suede/Mesh Hint of Mint, 8", "asin": "B0DSWLGLGW", "price": "$75.00", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "VANS Women's Asher Slip-On Shoe | Comfortable Sneakers for Walking, Fashion & Everyday Wear, Durable & Lightweight Footwear with Casual Style \u2013 Butterfly Floral Blanc de Blanc", "asin": "B0DWS6ZK75", "price": "$65.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""},
{"title": "Vans Women's Caldrone Shoe | Chunky Low-Top Fashion Sneakers with Retro-Inspired Style, Sepia Rose, 8", "asin": "B0D7QF537G", "price": "$74.97", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,9)", "asin": "B0CP7277PW", "price": "$21.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Red,US7)", "asin": "B0CP5QPPQ3", "price": "$10.99", "quantity": ""},
{"title": "Skechers Women's Max Cushioning Elite 2.0 Vanish Hands Free Slip-Ins Sneaker, White/Black, 6.5", "asin": "B0CHF7TNLJ", "price": "$79.59", "quantity": ""},
{"title": "Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US6.5)", "asin": "B0CH9G5KJF", "price": "$21.99", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Giniros Women's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers Green 9", "asin": "B0DNMHJNTZ", "price": "$28.99", "quantity": ""},
{"title": "Womens Running Shoes Blade Tennis Walking Fashion Sneakers Breathable Non Slip Gym Sports Work Trainers White", "asin": "B092R72G42", "price": "$36.99", "quantity": ""},
{"title": "Vans Women's Ranger EXP Low-Top", "asin": "B0F5QDJGH1", "price": "$65.63", "quantity": ""},
{"title": "Vans Men's Ranger EXP Low-Top", "asin": "B0F5QJ8G16", "price": "$73.43", "quantity": ""},
{"title": "Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Black/White, 5.5", "asin": "B0949MFTZX", "price": "$75.00", "quantity": ""},
{"title": "Vans Women's Brooklyn LS Low-Top", "asin": "B0F5QDDNJF", "price": "$40.00", "quantity": ""},
{"title": "Vans Women's Low-top Trainers", "asin": "B07SYM64C2", "price": "$44.79", "quantity": ""},
{"title": "Vans Women's Emmy Deluxe", "asin": "B0F5QGSND9", "price": "$58.68", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-29T17:01:28.869Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-29T17:01:28.869Z
|
click
|
product_option
|
rule
|
2025-04-29T17:01:28.869Z
|
click
|
product_option
|
train
| 689 |
2025-04-29T17:01:28.869Z
|
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": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Filmore Decon Low-Top"},
{"price": "$52.39"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed suede & canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight materials and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B08M41J12L"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "6"},
{"Color": "Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "$41.56", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""},
{"title": "Vans Women's Asher Slip-On Shoe | Comfortable Sneakers for Walking, Fashion & Everyday Wear, Black/Black, 8", "asin": "B07VJT5F6C", "price": "$54.99", "quantity": ""},
{"title": "Michael Kors Women's Georgie Trainer Sneaker", "asin": "B0CF7HPH85", "price": "$165.00", "quantity": ""},
{"title": "Women's Slip on Shoes Canvas Sneakers Loafers Non Slip Shoes Low Top Casual Low Cut Shoes(Black.US9.5)\u2026", "asin": "B0C85VBCVK", "price": "$21.24", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Color Stripe 07)", "asin": "B07YKCQQ2W", "price": "$25.99", "quantity": ""},
{"title": "Vepose Women's 8006 Fashion Sneakers, Walking Comfortable Shoes, Slip on Casual Sneaker", "asin": "B0BTGH88J8", "price": "$40.98", "quantity": ""},
{"title": "Vans Women's Caldrone Shoe | Chunky Low-Top Fashion Sneakers with Retro-Inspired Style, Suede/Mesh Sepia Rose, 8", "asin": "B0D7QDQHNQ", "price": "$74.96", "quantity": ""},
{"title": "Cull4U Women's Laid Back Low-Top Sneaker Shoe (8 M US,Black)", "asin": "B089P1HNLC", "price": "$26.99", "quantity": ""},
{"title": "Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Suede/Mesh Hint of Mint, 8", "asin": "B0DSWLGLGW", "price": "$75.00", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "VANS Women's Asher Slip-On Shoe | Comfortable Sneakers for Walking, Fashion & Everyday Wear, Durable & Lightweight Footwear with Casual Style \u2013 Butterfly Floral Blanc de Blanc", "asin": "B0DWS6ZK75", "price": "$65.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""},
{"title": "Vans Women's Caldrone Shoe | Chunky Low-Top Fashion Sneakers with Retro-Inspired Style, Sepia Rose, 8", "asin": "B0D7QF537G", "price": "$74.97", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,9)", "asin": "B0CP7277PW", "price": "$21.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Red,US7)", "asin": "B0CP5QPPQ3", "price": "$10.99", "quantity": ""},
{"title": "Skechers Women's Max Cushioning Elite 2.0 Vanish Hands Free Slip-Ins Sneaker, White/Black, 6.5", "asin": "B0CHF7TNLJ", "price": "$79.59", "quantity": ""},
{"title": "Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US6.5)", "asin": "B0CH9G5KJF", "price": "$21.99", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Giniros Women's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers Green 9", "asin": "B0DNMHJNTZ", "price": "$28.99", "quantity": ""},
{"title": "Womens Running Shoes Blade Tennis Walking Fashion Sneakers Breathable Non Slip Gym Sports Work Trainers White", "asin": "B092R72G42", "price": "$36.99", "quantity": ""},
{"title": "Vans Women's Ranger EXP Low-Top", "asin": "B0F5QDJGH1", "price": "$65.63", "quantity": ""},
{"title": "Vans Men's Ranger EXP Low-Top", "asin": "B0F5QJ8G16", "price": "$73.43", "quantity": ""},
{"title": "Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Black/White, 5.5", "asin": "B0949MFTZX", "price": "$75.00", "quantity": ""},
{"title": "Vans Women's Brooklyn LS Low-Top", "asin": "B0F5QDDNJF", "price": "$40.00", "quantity": ""},
{"title": "Vans Women's Low-top Trainers", "asin": "B07SYM64C2", "price": "$44.79", "quantity": ""},
{"title": "Vans Women's Emmy Deluxe", "asin": "B0F5QGSND9", "price": "$58.68", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-29T17:01:28.869Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|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\": \"B08BHR3XQK\"},\n{\"title\": \"Laptop Bag for Women Leather Work Tote 15.6 Inch Laptop for Computer Bag Waterproof Business Office Professional Large Capacity Handbag Shoulder Bag Black\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"Gorgeous Womens Laptop Bag:Made of premium PU leather material, durable and fashion. Sturdy design, fluid lines that convey a classic chic fashion look that is personalized and elegant and never out of style, will bring modernity and freshness to any outfit. Ideal Organizer Womens Briefcase:Three layers are designed for different use: one laptop compartment to hold a 15.6\\\" laptop and tablet with room to spare; one zip compartment to secure files and two open sections with room for cosmetic, wallet, A4 folder; Multiple pockets for small essentials, bottles; Exactly keep your daily business essentials well organized. Generously Sized Laptop Tote Bag: Size of the bag is 16.9\\\"x5.8\\\"x12.5\\\". (Since the laptops' appearance of different brands is different, this laptop bag is suitable for most 15.6 inch computers, but if the laptop's form(like some Gaming laptops) is too large, it may not be suitable). It ways as a lightweight briefcase or handbag, shoulder bag or a crossbody bag as well, convenient and comfortable. Versatile Work Bags for Women:This attractive fashionable laptop tote bag is ideal for daily use at shopping, office, college, business trip, work, weekend, outdoor activities, outdoor holiday, travel, gyms, camp, etc. Nice size admirably suits womens. Great Computer bag for women:Professional design to fully protect your laptop against accidental impacts and scratches. Compatible with Notebook, MacBook, Ultrabook, and Chromebook Computers 13-13.3 Inch, 14 Inch, 15 Inch, and up to 15.6 Inch; May not snugly compatible all computers due to variations in the sizes of different models, we will provide the best service for you. Attention: Item color displayed in photos may be slightly different on your computer monitor.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag\", \"asin\": \"B0BYS7VHMN\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"LOVEVOOK Laptop Tote Bag for Women, Office Work Bag Briefcase fit for 15.6 inch Laptop, Large Capacity Teacher Bag Handbag\", \"asin\": \"B0CH87X9CB\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"LOVEVOOK Laptop Bag for Women 15.6 Inch Work Tote, Business Computer Briefcase, Waterproof PU Leather Tote Bag for Teacher, Office Shoulder Tote Purse\", \"asin\": \"B0DGPRSKGB\", \"price\": \"$35.98\", \"quantity\": \"\"},\n{\"title\": \"LOVEVOOK Laptop Bag for Women 15.6 inch Lightweight PU Laptop Tote Bag, Large Capacity Computer bag with Clutch Purse for Business, Work, Office, Travel, School,Casual(Black & Leather)\", \"asin\": \"B0CG9FZX57\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"RAINSMORE Laptop Bag for Women 15.6 inch Leather Laptop Tote Bag Large Computer Bags Waterproof Business Office Work Bags Briefcase with Satchel Purse 2pcs Set, Brown\", \"asin\": \"B0DPX3N8MJ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black\", \"asin\": \"B07XSF7TF3\", \"price\": \"$28.69\", \"quantity\": \"\"},\n{\"title\": \"Work Tote Bags for Women 15.6 Inch - Laptop Tote Bag with Zip Compartments - Large PU Leather Office Purse Computer Briefcase\", \"asin\": \"B0CZ6PK42S\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"MOSISO PU Leather Laptop Tote Bag for Women (17-17.3 inch), Waterproof Large Capacity Business Work Briefcase Shoulder Laptop Bag, Brown\", \"asin\": \"B07YB87XBX\", \"price\": \"$37.04\", \"quantity\": \"\"},\n{\"title\": \"Work Tote Bags for Women 15.6 Inch - Laptop Tote Bag with Zip Compartments - Large PU Leather Office Purse Computer Briefcase\", \"asin\": \"B0CQFZ46PG\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"LOVEVOOK Laptop Tote Bag for Women, 15.6 Inch Work Bags, Waterproof Computer Bags with Clutch Purse, Large Capacity Messenger Bag for Teacher College Business Office\", \"asin\": \"B0CMC87FNX\", \"price\": \"$29.98\", \"quantity\": \"\"},\n{\"title\": \"Laptop Bag for Women 15.6 inch Laptop Tote Bag Waterproof Leather Computer Bag Large Lightweight Briefcase Professional Business Office Work Bag Black\", \"asin\": \"B0BYJDRV5K\", \"price\": \"$31.37\", \"quantity\": \"\"},\n{\"title\": \"Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black\", \"asin\": \"B07XSF7TF3\", \"price\": \"$28.69\", \"quantity\": \"\"},\n{\"title\": \"KROSER Laptop Tote Bag 15.6 Inch with USB Port, Large Work Tote Bag Computer Shoulder Bag for Women, Laptop Case for Office Business Travel(Quilted)\", \"asin\": \"B09XJVFX7F\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"LOVEVOOK Laptop Tote Bag for Women, Office Work Bag Briefcase fit for 15.6 inch Laptop, Large Capacity Teacher Bag Handbag\", \"asin\": \"B0CH87X9CB\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Work Tote Bags for Women 15.6 Inch - Laptop Tote Bag with Zip Compartments - Large PU Leather Office Purse Computer Briefcase\", \"asin\": \"B0CQFYWTYZ\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Milan Chiva Work Tote Bags for Women Middle Urban Tote Bag with Zip Compartments\", \"asin\": \"B0DFWJF2PR\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"MOSISO Laptop Bag for Women, 15-15.6 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 16 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Sage Green\", \"asin\": \"B0D6YK26BK\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Blofinche Laptop Messenger shoulder bag: Genuine Leather work Briefcase 13.3 15.6 inch designer handbag\", \"asin\": \"B0BBD2XGYQ\", \"price\": \"$99.00\", \"quantity\": \"\"},\n{\"title\": \"Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black\", \"asin\": \"B07XSF7TF3\", \"price\": \"$28.69\", \"quantity\": \"\"},\n{\"title\": \"LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag\", \"asin\": \"B0BYS7VHMN\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Laptop Tote Bag for Women 15.6 Inch Waterproof Leather Computer Bags Women Business Office Work Bag Briefcase Brown\", \"asin\": \"B085Q6XMQC\", \"price\": \"$33.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Laptop Bag for Women Leather Work Tote 15.6 Inch Laptop for Computer Bag Waterproof Business Office Professional Large Capacity Handbag Shoulder Bag Black\", \"asin\": \"B08BHR3XQK\", \"price\": \"$34.99\"},\n{\"title\": \"Laptop Bag for Women 15.6 Inch Laptop Tote Bag Leather Classy Computer Briefcase for Work Waterproof Handbag Professional Shoulder Bag Women Business Office Bag Large Capacity Black\", \"asin\": \"B08JBRDFKY\", \"price\": \"$34.86\"},\n{\"title\": \"RAINSMORE Laptop Bag for Women 15.6 Inch Laptop Tote Bag Leather Work Bag Waterproof Womens Briefcase Business Office Computer Tote Bag Large Capacity Handbag Shoulder Bag Black\", \"asin\": \"B0BZ8KFRFM\", \"price\": \"$31.37\"},\n{\"title\": \"RAINSMORE Laptop Bag for Women 15.6 Inch PU Tote Bag Business Office Work Bag Waterproof Briefcase Computer Tote Lightweight Handbag Shoulder, Black\", \"asin\": \"B0B7N9SPJY\", \"price\": \"$29.98\"},\n{\"title\": \"LOVEVOOK Laptop Tote Bag for Women, Work Bags Laptop Bag Teacher Tote Bag, Leather Computer Bag Large Purses Handbag Professional Briefcase, Black, Fits 15.6 Inch Laptop, Black\", \"asin\": \"B0DK2RZYQL\", \"price\": \"$27.68\"},\n{\"title\": \"LOVEVOOK Laptop Tote Bag for Women, Leather Business Office Work Bag Computer Briefcase with Small Clutch fit for 15.6 Inch Laptop Black\", \"asin\": \"B0CH883S46\", \"price\": \"$34.99\"}]\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\": \"2025-05-01T04:26:39.268Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
<|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": "B08BHR3XQK"},
{"title": "Laptop Bag for Women Leather Work Tote 15.6 Inch Laptop for Computer Bag Waterproof Business Office Professional Large Capacity Handbag Shoulder Bag Black"},
{"price": "$34.99"},
{"bullet_list": "Gorgeous Womens Laptop Bag:Made of premium PU leather material, durable and fashion. Sturdy design, fluid lines that convey a classic chic fashion look that is personalized and elegant and never out of style, will bring modernity and freshness to any outfit. Ideal Organizer Womens Briefcase:Three layers are designed for different use: one laptop compartment to hold a 15.6\" laptop and tablet with room to spare; one zip compartment to secure files and two open sections with room for cosmetic, wallet, A4 folder; Multiple pockets for small essentials, bottles; Exactly keep your daily business essentials well organized. Generously Sized Laptop Tote Bag: Size of the bag is 16.9\"x5.8\"x12.5\". (Since the laptops' appearance of different brands is different, this laptop bag is suitable for most 15.6 inch computers, but if the laptop's form(like some Gaming laptops) is too large, it may not be suitable). It ways as a lightweight briefcase or handbag, shoulder bag or a crossbody bag as well, convenient and comfortable. Versatile Work Bags for Women:This attractive fashionable laptop tote bag is ideal for daily use at shopping, office, college, business trip, work, weekend, outdoor activities, outdoor holiday, travel, gyms, camp, etc. Nice size admirably suits womens. Great Computer bag for women:Professional design to fully protect your laptop against accidental impacts and scratches. Compatible with Notebook, MacBook, Ultrabook, and Chromebook Computers 13-13.3 Inch, 14 Inch, 15 Inch, and up to 15.6 Inch; May not snugly compatible all computers due to variations in the sizes of different models, we will provide the best service for you. Attention: Item color displayed in photos may be slightly different on your computer monitor."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Black"}],
"promotion_items": [{"title": "LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag", "asin": "B0BYS7VHMN", "price": "$39.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Tote Bag for Women, Office Work Bag Briefcase fit for 15.6 inch Laptop, Large Capacity Teacher Bag Handbag", "asin": "B0CH87X9CB", "price": "$35.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women 15.6 Inch Work Tote, Business Computer Briefcase, Waterproof PU Leather Tote Bag for Teacher, Office Shoulder Tote Purse", "asin": "B0DGPRSKGB", "price": "$35.98", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women 15.6 inch Lightweight PU Laptop Tote Bag, Large Capacity Computer bag with Clutch Purse for Business, Work, Office, Travel, School,Casual(Black & Leather)", "asin": "B0CG9FZX57", "price": "$37.99", "quantity": ""},
{"title": "RAINSMORE Laptop Bag for Women 15.6 inch Leather Laptop Tote Bag Large Computer Bags Waterproof Business Office Work Bags Briefcase with Satchel Purse 2pcs Set, Brown", "asin": "B0DPX3N8MJ", "price": "$39.99", "quantity": ""},
{"title": "Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black", "asin": "B07XSF7TF3", "price": "$28.69", "quantity": ""},
{"title": "Work Tote Bags for Women 15.6 Inch - Laptop Tote Bag with Zip Compartments - Large PU Leather Office Purse Computer Briefcase", "asin": "B0CZ6PK42S", "price": "$49.99", "quantity": ""},
{"title": "MOSISO PU Leather Laptop Tote Bag for Women (17-17.3 inch), Waterproof Large Capacity Business Work Briefcase Shoulder Laptop Bag, Brown", "asin": "B07YB87XBX", "price": "$37.04", "quantity": ""},
{"title": "Work Tote Bags for Women 15.6 Inch - Laptop Tote Bag with Zip Compartments - Large PU Leather Office Purse Computer Briefcase", "asin": "B0CQFZ46PG", "price": "$59.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Tote Bag for Women, 15.6 Inch Work Bags, Waterproof Computer Bags with Clutch Purse, Large Capacity Messenger Bag for Teacher College Business Office", "asin": "B0CMC87FNX", "price": "$29.98", "quantity": ""},
{"title": "Laptop Bag for Women 15.6 inch Laptop Tote Bag Waterproof Leather Computer Bag Large Lightweight Briefcase Professional Business Office Work Bag Black", "asin": "B0BYJDRV5K", "price": "$31.37", "quantity": ""},
{"title": "Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black", "asin": "B07XSF7TF3", "price": "$28.69", "quantity": ""},
{"title": "KROSER Laptop Tote Bag 15.6 Inch with USB Port, Large Work Tote Bag Computer Shoulder Bag for Women, Laptop Case for Office Business Travel(Quilted)", "asin": "B09XJVFX7F", "price": "$31.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Tote Bag for Women, Office Work Bag Briefcase fit for 15.6 inch Laptop, Large Capacity Teacher Bag Handbag", "asin": "B0CH87X9CB", "price": "$35.99", "quantity": ""},
{"title": "Work Tote Bags for Women 15.6 Inch - Laptop Tote Bag with Zip Compartments - Large PU Leather Office Purse Computer Briefcase", "asin": "B0CQFYWTYZ", "price": "$49.99", "quantity": ""},
{"title": "Milan Chiva Work Tote Bags for Women Middle Urban Tote Bag with Zip Compartments", "asin": "B0DFWJF2PR", "price": "$24.99", "quantity": ""},
{"title": "MOSISO Laptop Bag for Women, 15-15.6 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 16 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Sage Green", "asin": "B0D6YK26BK", "price": "$45.99", "quantity": ""},
{"title": "Blofinche Laptop Messenger shoulder bag: Genuine Leather work Briefcase 13.3 15.6 inch designer handbag", "asin": "B0BBD2XGYQ", "price": "$99.00", "quantity": ""},
{"title": "Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black", "asin": "B07XSF7TF3", "price": "$28.69", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag", "asin": "B0BYS7VHMN", "price": "$39.99", "quantity": ""},
{"title": "Laptop Tote Bag for Women 15.6 Inch Waterproof Leather Computer Bags Women Business Office Work Bag Briefcase Brown", "asin": "B085Q6XMQC", "price": "$33.99", "quantity": ""}],
"comparison_items": [{"title": "Laptop Bag for Women Leather Work Tote 15.6 Inch Laptop for Computer Bag Waterproof Business Office Professional Large Capacity Handbag Shoulder Bag Black", "asin": "B08BHR3XQK", "price": "$34.99"},
{"title": "Laptop Bag for Women 15.6 Inch Laptop Tote Bag Leather Classy Computer Briefcase for Work Waterproof Handbag Professional Shoulder Bag Women Business Office Bag Large Capacity Black", "asin": "B08JBRDFKY", "price": "$34.86"},
{"title": "RAINSMORE Laptop Bag for Women 15.6 Inch Laptop Tote Bag Leather Work Bag Waterproof Womens Briefcase Business Office Computer Tote Bag Large Capacity Handbag Shoulder Bag Black", "asin": "B0BZ8KFRFM", "price": "$31.37"},
{"title": "RAINSMORE Laptop Bag for Women 15.6 Inch PU Tote Bag Business Office Work Bag Waterproof Briefcase Computer Tote Lightweight Handbag Shoulder, Black", "asin": "B0B7N9SPJY", "price": "$29.98"},
{"title": "LOVEVOOK Laptop Tote Bag for Women, Work Bags Laptop Bag Teacher Tote Bag, Leather Computer Bag Large Purses Handbag Professional Briefcase, Black, Fits 15.6 Inch Laptop, Black", "asin": "B0DK2RZYQL", "price": "$27.68"},
{"title": "LOVEVOOK Laptop Tote Bag for Women, Leather Business Office Work Bag Computer Briefcase with Small Clutch fit for 15.6 Inch Laptop Black", "asin": "B0CH883S46", "price": "$34.99"}]
<|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": "2025-05-01T04:26:39.268Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-01T04:26:39.268Z
|
click
|
page_related
|
rule
|
2025-05-01T04:26:39.268Z
|
click
|
page_related
|
train
| 690 |
2025-05-01T04:26:39.268Z
|
click
|
page_related
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
<|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": "B08BHR3XQK"},
{"title": "Laptop Bag for Women Leather Work Tote 15.6 Inch Laptop for Computer Bag Waterproof Business Office Professional Large Capacity Handbag Shoulder Bag Black"},
{"price": "$34.99"},
{"bullet_list": "Gorgeous Womens Laptop Bag:Made of premium PU leather material, durable and fashion. Sturdy design, fluid lines that convey a classic chic fashion look that is personalized and elegant and never out of style, will bring modernity and freshness to any outfit. Ideal Organizer Womens Briefcase:Three layers are designed for different use: one laptop compartment to hold a 15.6\" laptop and tablet with room to spare; one zip compartment to secure files and two open sections with room for cosmetic, wallet, A4 folder; Multiple pockets for small essentials, bottles; Exactly keep your daily business essentials well organized. Generously Sized Laptop Tote Bag: Size of the bag is 16.9\"x5.8\"x12.5\". (Since the laptops' appearance of different brands is different, this laptop bag is suitable for most 15.6 inch computers, but if the laptop's form(like some Gaming laptops) is too large, it may not be suitable). It ways as a lightweight briefcase or handbag, shoulder bag or a crossbody bag as well, convenient and comfortable. Versatile Work Bags for Women:This attractive fashionable laptop tote bag is ideal for daily use at shopping, office, college, business trip, work, weekend, outdoor activities, outdoor holiday, travel, gyms, camp, etc. Nice size admirably suits womens. Great Computer bag for women:Professional design to fully protect your laptop against accidental impacts and scratches. Compatible with Notebook, MacBook, Ultrabook, and Chromebook Computers 13-13.3 Inch, 14 Inch, 15 Inch, and up to 15.6 Inch; May not snugly compatible all computers due to variations in the sizes of different models, we will provide the best service for you. Attention: Item color displayed in photos may be slightly different on your computer monitor."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Black"}],
"promotion_items": [{"title": "LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag", "asin": "B0BYS7VHMN", "price": "$39.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Tote Bag for Women, Office Work Bag Briefcase fit for 15.6 inch Laptop, Large Capacity Teacher Bag Handbag", "asin": "B0CH87X9CB", "price": "$35.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women 15.6 Inch Work Tote, Business Computer Briefcase, Waterproof PU Leather Tote Bag for Teacher, Office Shoulder Tote Purse", "asin": "B0DGPRSKGB", "price": "$35.98", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women 15.6 inch Lightweight PU Laptop Tote Bag, Large Capacity Computer bag with Clutch Purse for Business, Work, Office, Travel, School,Casual(Black & Leather)", "asin": "B0CG9FZX57", "price": "$37.99", "quantity": ""},
{"title": "RAINSMORE Laptop Bag for Women 15.6 inch Leather Laptop Tote Bag Large Computer Bags Waterproof Business Office Work Bags Briefcase with Satchel Purse 2pcs Set, Brown", "asin": "B0DPX3N8MJ", "price": "$39.99", "quantity": ""},
{"title": "Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black", "asin": "B07XSF7TF3", "price": "$28.69", "quantity": ""},
{"title": "Work Tote Bags for Women 15.6 Inch - Laptop Tote Bag with Zip Compartments - Large PU Leather Office Purse Computer Briefcase", "asin": "B0CZ6PK42S", "price": "$49.99", "quantity": ""},
{"title": "MOSISO PU Leather Laptop Tote Bag for Women (17-17.3 inch), Waterproof Large Capacity Business Work Briefcase Shoulder Laptop Bag, Brown", "asin": "B07YB87XBX", "price": "$37.04", "quantity": ""},
{"title": "Work Tote Bags for Women 15.6 Inch - Laptop Tote Bag with Zip Compartments - Large PU Leather Office Purse Computer Briefcase", "asin": "B0CQFZ46PG", "price": "$59.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Tote Bag for Women, 15.6 Inch Work Bags, Waterproof Computer Bags with Clutch Purse, Large Capacity Messenger Bag for Teacher College Business Office", "asin": "B0CMC87FNX", "price": "$29.98", "quantity": ""},
{"title": "Laptop Bag for Women 15.6 inch Laptop Tote Bag Waterproof Leather Computer Bag Large Lightweight Briefcase Professional Business Office Work Bag Black", "asin": "B0BYJDRV5K", "price": "$31.37", "quantity": ""},
{"title": "Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black", "asin": "B07XSF7TF3", "price": "$28.69", "quantity": ""},
{"title": "KROSER Laptop Tote Bag 15.6 Inch with USB Port, Large Work Tote Bag Computer Shoulder Bag for Women, Laptop Case for Office Business Travel(Quilted)", "asin": "B09XJVFX7F", "price": "$31.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Tote Bag for Women, Office Work Bag Briefcase fit for 15.6 inch Laptop, Large Capacity Teacher Bag Handbag", "asin": "B0CH87X9CB", "price": "$35.99", "quantity": ""},
{"title": "Work Tote Bags for Women 15.6 Inch - Laptop Tote Bag with Zip Compartments - Large PU Leather Office Purse Computer Briefcase", "asin": "B0CQFYWTYZ", "price": "$49.99", "quantity": ""},
{"title": "Milan Chiva Work Tote Bags for Women Middle Urban Tote Bag with Zip Compartments", "asin": "B0DFWJF2PR", "price": "$24.99", "quantity": ""},
{"title": "MOSISO Laptop Bag for Women, 15-15.6 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 16 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Sage Green", "asin": "B0D6YK26BK", "price": "$45.99", "quantity": ""},
{"title": "Blofinche Laptop Messenger shoulder bag: Genuine Leather work Briefcase 13.3 15.6 inch designer handbag", "asin": "B0BBD2XGYQ", "price": "$99.00", "quantity": ""},
{"title": "Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black", "asin": "B07XSF7TF3", "price": "$28.69", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag", "asin": "B0BYS7VHMN", "price": "$39.99", "quantity": ""},
{"title": "Laptop Tote Bag for Women 15.6 Inch Waterproof Leather Computer Bags Women Business Office Work Bag Briefcase Brown", "asin": "B085Q6XMQC", "price": "$33.99", "quantity": ""}],
"comparison_items": [{"title": "Laptop Bag for Women Leather Work Tote 15.6 Inch Laptop for Computer Bag Waterproof Business Office Professional Large Capacity Handbag Shoulder Bag Black", "asin": "B08BHR3XQK", "price": "$34.99"},
{"title": "Laptop Bag for Women 15.6 Inch Laptop Tote Bag Leather Classy Computer Briefcase for Work Waterproof Handbag Professional Shoulder Bag Women Business Office Bag Large Capacity Black", "asin": "B08JBRDFKY", "price": "$34.86"},
{"title": "RAINSMORE Laptop Bag for Women 15.6 Inch Laptop Tote Bag Leather Work Bag Waterproof Womens Briefcase Business Office Computer Tote Bag Large Capacity Handbag Shoulder Bag Black", "asin": "B0BZ8KFRFM", "price": "$31.37"},
{"title": "RAINSMORE Laptop Bag for Women 15.6 Inch PU Tote Bag Business Office Work Bag Waterproof Briefcase Computer Tote Lightweight Handbag Shoulder, Black", "asin": "B0B7N9SPJY", "price": "$29.98"},
{"title": "LOVEVOOK Laptop Tote Bag for Women, Work Bags Laptop Bag Teacher Tote Bag, Leather Computer Bag Large Purses Handbag Professional Briefcase, Black, Fits 15.6 Inch Laptop, Black", "asin": "B0DK2RZYQL", "price": "$27.68"},
{"title": "LOVEVOOK Laptop Tote Bag for Women, Leather Business Office Work Bag Computer Briefcase with Small Clutch fit for 15.6 Inch Laptop Black", "asin": "B0CH883S46", "price": "$34.99"}]
<|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": "2025-05-01T04:26:39.268Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"asin\": \"B0B3MFWRW7\"},\n{\"title\": \"MOSISO PU Leather Laptop Tote Bag for Women (17-17.3 inch), Waterproof Large Capacity Business Work Briefcase Shoulder Laptop Bag, Peacock Blue\"},\n{\"price\": \"$41.99\"},\n{\"bullet_list\": \"Internal Dimensions: 17.72 x 12 x 4.53 inches (L x W x H); External Dimensions: 18.11 x 12.6 x 4.53 inches (L x W x H). The adjustable vertical top handle height: 11.02-12.99 inch. The inner computer compartment dimension: 18.11 x 12.4 inch, the inner zipper compartment dimension: 16.93 x 10.24 inch. Made of PU leather material, stylish and fashion. Effectively protect your computer from accidental bumps, impacts and scratches. Roomy enough with 3 compartments and 3 pockets for all your daily stuff, keep your items well organized. With a removable adjustable shoulder strap varied from 31.5 inch to maximum 55.9 inch, it can be used as a crossbody bag as well. Top handle zipper closure, prevent your laptop fall out, the exterior pocket to keep your mobile phone and keys easy and fast access. This attractive fashionable laptop tote bag is ideal for daily use at shopping, office, business, work, weekend, outdoor activities, travel, gyms, camp, etc. Nice size admirably suits womens and adults. Compatible with Dell XPS 17; Compatible with HP Pavilion laptop 17.3 HD+ Touchscreen 2021, compatible with HP Probook 470 G5 17.3 HD Business laptop 2019, compatible with HP 17.3 HD+ Premium laptop 2019, compatible with HP Envy/OMEN 17, compatible with HP 17.3 Business Flagship laptop 2017; Compatible with Lenovo IdeaPad 3 17 inch 2020; Compatible with Acer Aspire 5 17.3 inch; Compatible with Alienware m17 R4 17.3 gaming laptop; Compatible with Asus VivoBook Pro 17; Compatible with LG gram 17.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Size\": \"13.3 inch\"},\n{\"Color\": \"Peacock Blue\"}],\n\"promotion_items\": [{\"title\": \"KROSER Laptop Tote Bag 15.6 Inch with USB Port, Large Work Tote Bag Computer Shoulder Bag for Women, Laptop Case for Office Business Travel(Quilted)\", \"asin\": \"B09XJVFX7F\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black\", \"asin\": \"B07XSF7TF3\", \"price\": \"$28.69\", \"quantity\": \"\"},\n{\"title\": \"LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag\", \"asin\": \"B0BYS7VHMN\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"MOSISO Laptop Bag for Women, 15-15.6 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 16 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Sage Green\", \"asin\": \"B0D6YK26BK\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"LOVEVOOK Laptop Bag for Women 15.6 inch Lightweight PU Laptop Tote Bag, Large Capacity Computer bag with Clutch Purse for Business, Work, Office, Travel, School,Casual(Black & Leather)\", \"asin\": \"B0CG9FZX57\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Laptop Bag for Women Large Office Handbags Briefcase Fits Up to 15.6 inch (Updated Version)-Black\", \"asin\": \"B07GP42D8F\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Laptop Tote Bag for Women 15.6 Inch Waterproof Leather Computer Bags Women Business Office Work Bag Briefcase Brown\", \"asin\": \"B085Q6XMQC\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"LOVEVOOK Laptop Bag for Women 15.6 inch Lightweight PU Laptop Tote Bag, Large Capacity Computer bag with Clutch Purse for Business, Work, Office, Travel, School,Casual(Black & Leather)\", \"asin\": \"B0CG9FZX57\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Laptop Bag for Women Large Office Handbags Briefcase Fits Up to 15.6 inch (Updated Version)-Black\", \"asin\": \"B07GP42D8F\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Blofinche Laptop Messenger shoulder bag: Genuine Leather work Briefcase 13.3 15.6 inch designer handbag\", \"asin\": \"B0BBD2XGYQ\", \"price\": \"$99.00\", \"quantity\": \"\"},\n{\"title\": \"LOVEVOOK Laptop Tote Bag for Women, Office Work Bag Briefcase fit for 15.6 inch Laptop, Large Capacity Teacher Bag Handbag\", \"asin\": \"B0CH87X9CB\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black\", \"asin\": \"B07XSF7TF3\", \"price\": \"$28.69\", \"quantity\": \"\"},\n{\"title\": \"KROSER Laptop Tote Bag 15.6 Inch with USB Port, Large Work Tote Bag Computer Shoulder Bag for Women, Laptop Case for Office Business Travel(Quilted)\", \"asin\": \"B09XJVFX7F\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag\", \"asin\": \"B0BYS7VHMN\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Work Tote Bags for Women 15.6 Inch - Laptop Tote Bag with Zip Compartments - Large PU Leather Office Purse Computer Briefcase\", \"asin\": \"B0CZ6PK42S\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"ECOSUSI Laptop Bag For Women 15.6 Inch Work Tote Bags PU Leather Computer Purse For Business Office With 3 Layer Compartments\", \"asin\": \"B07WNPGGN8\", \"price\": \"$50.99\", \"quantity\": \"\"},\n{\"title\": \"KEBEIXUAN Laptop Bag for Women Computer and Tablet Shoulder Bag Work Tote Bags With Zipper Handbags for Teachers Gift Travel\", \"asin\": \"B0DHXNPP7P\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"FADEON Large Laptop Tote Bag for Women Designer Leather Laptop Bag Fashion Travel Backpack Purse Shoulder Handbag\", \"asin\": \"B0CT7SDV2L\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black\", \"asin\": \"B07XSF7TF3\", \"price\": \"$28.69\", \"quantity\": \"\"},\n{\"title\": \"MOSISO Laptop Bag for Women, 15-15.6 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 16 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Sage Green\", \"asin\": \"B0D6YK26BK\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag\", \"asin\": \"B0BYS7VHMN\", \"price\": \"$39.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"MOSISO PU Leather Laptop Tote Bag for Women (17-17.3 inch), Waterproof Large Capacity Business Work Briefcase Shoulder Laptop Bag, Peacock Blue\", \"asin\": \"B0B3MFWRW7\", \"price\": \"$41.99\"},\n{\"title\": \"Laptop Bag for Women Leather Work Tote 15.6 Inch Laptop for Computer Bag Waterproof Business Office Professional Large Capacity Handbag Shoulder Bag DeepGreen\", \"asin\": \"B08R3NGXMC\", \"price\": \"$34.99\"},\n{\"title\": \"MATEIN 17.3 Inch Laptop Briefcase, Extra Large Convertible Briefcase Backpack for Women, Waterproof Laptop Bag for Work, 3 in 1 Shoulder Bag Computer Messenger Bag Gift for Business Office Lady, Black\", \"asin\": \"B0BGX5BGGT\", \"price\": \"$35.99\"},\n{\"title\": \"Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black\", \"asin\": \"B07XSF7TF3\", \"price\": \"$28.69\"},\n{\"title\": \"RAINSMORE Laptop Bag for Women 15.6 Inch Laptop Tote Bag Leather Work Bag Waterproof Womens Briefcase Business Office Computer Tote Bag Large Capacity Handbag Shoulder Bag Purple\", \"asin\": \"B0CBR75Q6W\", \"price\": \"$36.99\"},\n{\"title\": \"Laptop Tote Bag for Women 17 Inch, Large Teacher Tote Bag Office Work Bag Business Briefcase with Compartment and USB and Shoulder Straps Nylon Waterproof Computer Handbag Satchel\", \"asin\": \"B088GSCZMD\", \"price\": \"$26.99\"}]\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\": \"2025-05-01T04:27:14.950Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"asin": "B0B3MFWRW7"},
{"title": "MOSISO PU Leather Laptop Tote Bag for Women (17-17.3 inch), Waterproof Large Capacity Business Work Briefcase Shoulder Laptop Bag, Peacock Blue"},
{"price": "$41.99"},
{"bullet_list": "Internal Dimensions: 17.72 x 12 x 4.53 inches (L x W x H); External Dimensions: 18.11 x 12.6 x 4.53 inches (L x W x H). The adjustable vertical top handle height: 11.02-12.99 inch. The inner computer compartment dimension: 18.11 x 12.4 inch, the inner zipper compartment dimension: 16.93 x 10.24 inch. Made of PU leather material, stylish and fashion. Effectively protect your computer from accidental bumps, impacts and scratches. Roomy enough with 3 compartments and 3 pockets for all your daily stuff, keep your items well organized. With a removable adjustable shoulder strap varied from 31.5 inch to maximum 55.9 inch, it can be used as a crossbody bag as well. Top handle zipper closure, prevent your laptop fall out, the exterior pocket to keep your mobile phone and keys easy and fast access. This attractive fashionable laptop tote bag is ideal for daily use at shopping, office, business, work, weekend, outdoor activities, travel, gyms, camp, etc. Nice size admirably suits womens and adults. Compatible with Dell XPS 17; Compatible with HP Pavilion laptop 17.3 HD+ Touchscreen 2021, compatible with HP Probook 470 G5 17.3 HD Business laptop 2019, compatible with HP 17.3 HD+ Premium laptop 2019, compatible with HP Envy/OMEN 17, compatible with HP 17.3 Business Flagship laptop 2017; Compatible with Lenovo IdeaPad 3 17 inch 2020; Compatible with Acer Aspire 5 17.3 inch; Compatible with Alienware m17 R4 17.3 gaming laptop; Compatible with Asus VivoBook Pro 17; Compatible with LG gram 17."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Size": "13.3 inch"},
{"Color": "Peacock Blue"}],
"promotion_items": [{"title": "KROSER Laptop Tote Bag 15.6 Inch with USB Port, Large Work Tote Bag Computer Shoulder Bag for Women, Laptop Case for Office Business Travel(Quilted)", "asin": "B09XJVFX7F", "price": "$31.99", "quantity": ""},
{"title": "Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black", "asin": "B07XSF7TF3", "price": "$28.69", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag", "asin": "B0BYS7VHMN", "price": "$39.99", "quantity": ""},
{"title": "MOSISO Laptop Bag for Women, 15-15.6 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 16 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Sage Green", "asin": "B0D6YK26BK", "price": "$45.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women 15.6 inch Lightweight PU Laptop Tote Bag, Large Capacity Computer bag with Clutch Purse for Business, Work, Office, Travel, School,Casual(Black & Leather)", "asin": "B0CG9FZX57", "price": "$37.99", "quantity": ""},
{"title": "Laptop Bag for Women Large Office Handbags Briefcase Fits Up to 15.6 inch (Updated Version)-Black", "asin": "B07GP42D8F", "price": "$39.99", "quantity": ""},
{"title": "Laptop Tote Bag for Women 15.6 Inch Waterproof Leather Computer Bags Women Business Office Work Bag Briefcase Brown", "asin": "B085Q6XMQC", "price": "$33.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women 15.6 inch Lightweight PU Laptop Tote Bag, Large Capacity Computer bag with Clutch Purse for Business, Work, Office, Travel, School,Casual(Black & Leather)", "asin": "B0CG9FZX57", "price": "$37.99", "quantity": ""},
{"title": "Laptop Bag for Women Large Office Handbags Briefcase Fits Up to 15.6 inch (Updated Version)-Black", "asin": "B07GP42D8F", "price": "$39.99", "quantity": ""},
{"title": "Blofinche Laptop Messenger shoulder bag: Genuine Leather work Briefcase 13.3 15.6 inch designer handbag", "asin": "B0BBD2XGYQ", "price": "$99.00", "quantity": ""},
{"title": "LOVEVOOK Laptop Tote Bag for Women, Office Work Bag Briefcase fit for 15.6 inch Laptop, Large Capacity Teacher Bag Handbag", "asin": "B0CH87X9CB", "price": "$35.99", "quantity": ""},
{"title": "Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black", "asin": "B07XSF7TF3", "price": "$28.69", "quantity": ""},
{"title": "KROSER Laptop Tote Bag 15.6 Inch with USB Port, Large Work Tote Bag Computer Shoulder Bag for Women, Laptop Case for Office Business Travel(Quilted)", "asin": "B09XJVFX7F", "price": "$31.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag", "asin": "B0BYS7VHMN", "price": "$39.99", "quantity": ""},
{"title": "Work Tote Bags for Women 15.6 Inch - Laptop Tote Bag with Zip Compartments - Large PU Leather Office Purse Computer Briefcase", "asin": "B0CZ6PK42S", "price": "$49.99", "quantity": ""},
{"title": "ECOSUSI Laptop Bag For Women 15.6 Inch Work Tote Bags PU Leather Computer Purse For Business Office With 3 Layer Compartments", "asin": "B07WNPGGN8", "price": "$50.99", "quantity": ""},
{"title": "KEBEIXUAN Laptop Bag for Women Computer and Tablet Shoulder Bag Work Tote Bags With Zipper Handbags for Teachers Gift Travel", "asin": "B0DHXNPP7P", "price": "$29.99", "quantity": ""},
{"title": "FADEON Large Laptop Tote Bag for Women Designer Leather Laptop Bag Fashion Travel Backpack Purse Shoulder Handbag", "asin": "B0CT7SDV2L", "price": "$59.99", "quantity": ""},
{"title": "Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black", "asin": "B07XSF7TF3", "price": "$28.69", "quantity": ""},
{"title": "MOSISO Laptop Bag for Women, 15-15.6 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 16 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Sage Green", "asin": "B0D6YK26BK", "price": "$45.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag", "asin": "B0BYS7VHMN", "price": "$39.99", "quantity": ""}],
"comparison_items": [{"title": "MOSISO PU Leather Laptop Tote Bag for Women (17-17.3 inch), Waterproof Large Capacity Business Work Briefcase Shoulder Laptop Bag, Peacock Blue", "asin": "B0B3MFWRW7", "price": "$41.99"},
{"title": "Laptop Bag for Women Leather Work Tote 15.6 Inch Laptop for Computer Bag Waterproof Business Office Professional Large Capacity Handbag Shoulder Bag DeepGreen", "asin": "B08R3NGXMC", "price": "$34.99"},
{"title": "MATEIN 17.3 Inch Laptop Briefcase, Extra Large Convertible Briefcase Backpack for Women, Waterproof Laptop Bag for Work, 3 in 1 Shoulder Bag Computer Messenger Bag Gift for Business Office Lady, Black", "asin": "B0BGX5BGGT", "price": "$35.99"},
{"title": "Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black", "asin": "B07XSF7TF3", "price": "$28.69"},
{"title": "RAINSMORE Laptop Bag for Women 15.6 Inch Laptop Tote Bag Leather Work Bag Waterproof Womens Briefcase Business Office Computer Tote Bag Large Capacity Handbag Shoulder Bag Purple", "asin": "B0CBR75Q6W", "price": "$36.99"},
{"title": "Laptop Tote Bag for Women 17 Inch, Large Teacher Tote Bag Office Work Bag Business Briefcase with Compartment and USB and Shoulder Straps Nylon Waterproof Computer Handbag Satchel", "asin": "B088GSCZMD", "price": "$26.99"}]
<|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": "2025-05-01T04:27:14.950Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-01T04:27:14.950Z
|
click
|
product_option
|
rule
|
2025-05-01T04:27:14.950Z
|
click
|
product_option
|
train
| 691 |
2025-05-01T04:27:14.950Z
|
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": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"asin": "B0B3MFWRW7"},
{"title": "MOSISO PU Leather Laptop Tote Bag for Women (17-17.3 inch), Waterproof Large Capacity Business Work Briefcase Shoulder Laptop Bag, Peacock Blue"},
{"price": "$41.99"},
{"bullet_list": "Internal Dimensions: 17.72 x 12 x 4.53 inches (L x W x H); External Dimensions: 18.11 x 12.6 x 4.53 inches (L x W x H). The adjustable vertical top handle height: 11.02-12.99 inch. The inner computer compartment dimension: 18.11 x 12.4 inch, the inner zipper compartment dimension: 16.93 x 10.24 inch. Made of PU leather material, stylish and fashion. Effectively protect your computer from accidental bumps, impacts and scratches. Roomy enough with 3 compartments and 3 pockets for all your daily stuff, keep your items well organized. With a removable adjustable shoulder strap varied from 31.5 inch to maximum 55.9 inch, it can be used as a crossbody bag as well. Top handle zipper closure, prevent your laptop fall out, the exterior pocket to keep your mobile phone and keys easy and fast access. This attractive fashionable laptop tote bag is ideal for daily use at shopping, office, business, work, weekend, outdoor activities, travel, gyms, camp, etc. Nice size admirably suits womens and adults. Compatible with Dell XPS 17; Compatible with HP Pavilion laptop 17.3 HD+ Touchscreen 2021, compatible with HP Probook 470 G5 17.3 HD Business laptop 2019, compatible with HP 17.3 HD+ Premium laptop 2019, compatible with HP Envy/OMEN 17, compatible with HP 17.3 Business Flagship laptop 2017; Compatible with Lenovo IdeaPad 3 17 inch 2020; Compatible with Acer Aspire 5 17.3 inch; Compatible with Alienware m17 R4 17.3 gaming laptop; Compatible with Asus VivoBook Pro 17; Compatible with LG gram 17."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Size": "13.3 inch"},
{"Color": "Peacock Blue"}],
"promotion_items": [{"title": "KROSER Laptop Tote Bag 15.6 Inch with USB Port, Large Work Tote Bag Computer Shoulder Bag for Women, Laptop Case for Office Business Travel(Quilted)", "asin": "B09XJVFX7F", "price": "$31.99", "quantity": ""},
{"title": "Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black", "asin": "B07XSF7TF3", "price": "$28.69", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag", "asin": "B0BYS7VHMN", "price": "$39.99", "quantity": ""},
{"title": "MOSISO Laptop Bag for Women, 15-15.6 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 16 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Sage Green", "asin": "B0D6YK26BK", "price": "$45.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women 15.6 inch Lightweight PU Laptop Tote Bag, Large Capacity Computer bag with Clutch Purse for Business, Work, Office, Travel, School,Casual(Black & Leather)", "asin": "B0CG9FZX57", "price": "$37.99", "quantity": ""},
{"title": "Laptop Bag for Women Large Office Handbags Briefcase Fits Up to 15.6 inch (Updated Version)-Black", "asin": "B07GP42D8F", "price": "$39.99", "quantity": ""},
{"title": "Laptop Tote Bag for Women 15.6 Inch Waterproof Leather Computer Bags Women Business Office Work Bag Briefcase Brown", "asin": "B085Q6XMQC", "price": "$33.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women 15.6 inch Lightweight PU Laptop Tote Bag, Large Capacity Computer bag with Clutch Purse for Business, Work, Office, Travel, School,Casual(Black & Leather)", "asin": "B0CG9FZX57", "price": "$37.99", "quantity": ""},
{"title": "Laptop Bag for Women Large Office Handbags Briefcase Fits Up to 15.6 inch (Updated Version)-Black", "asin": "B07GP42D8F", "price": "$39.99", "quantity": ""},
{"title": "Blofinche Laptop Messenger shoulder bag: Genuine Leather work Briefcase 13.3 15.6 inch designer handbag", "asin": "B0BBD2XGYQ", "price": "$99.00", "quantity": ""},
{"title": "LOVEVOOK Laptop Tote Bag for Women, Office Work Bag Briefcase fit for 15.6 inch Laptop, Large Capacity Teacher Bag Handbag", "asin": "B0CH87X9CB", "price": "$35.99", "quantity": ""},
{"title": "Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black", "asin": "B07XSF7TF3", "price": "$28.69", "quantity": ""},
{"title": "KROSER Laptop Tote Bag 15.6 Inch with USB Port, Large Work Tote Bag Computer Shoulder Bag for Women, Laptop Case for Office Business Travel(Quilted)", "asin": "B09XJVFX7F", "price": "$31.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag", "asin": "B0BYS7VHMN", "price": "$39.99", "quantity": ""},
{"title": "Work Tote Bags for Women 15.6 Inch - Laptop Tote Bag with Zip Compartments - Large PU Leather Office Purse Computer Briefcase", "asin": "B0CZ6PK42S", "price": "$49.99", "quantity": ""},
{"title": "ECOSUSI Laptop Bag For Women 15.6 Inch Work Tote Bags PU Leather Computer Purse For Business Office With 3 Layer Compartments", "asin": "B07WNPGGN8", "price": "$50.99", "quantity": ""},
{"title": "KEBEIXUAN Laptop Bag for Women Computer and Tablet Shoulder Bag Work Tote Bags With Zipper Handbags for Teachers Gift Travel", "asin": "B0DHXNPP7P", "price": "$29.99", "quantity": ""},
{"title": "FADEON Large Laptop Tote Bag for Women Designer Leather Laptop Bag Fashion Travel Backpack Purse Shoulder Handbag", "asin": "B0CT7SDV2L", "price": "$59.99", "quantity": ""},
{"title": "Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black", "asin": "B07XSF7TF3", "price": "$28.69", "quantity": ""},
{"title": "MOSISO Laptop Bag for Women, 15-15.6 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 16 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Sage Green", "asin": "B0D6YK26BK", "price": "$45.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag", "asin": "B0BYS7VHMN", "price": "$39.99", "quantity": ""}],
"comparison_items": [{"title": "MOSISO PU Leather Laptop Tote Bag for Women (17-17.3 inch), Waterproof Large Capacity Business Work Briefcase Shoulder Laptop Bag, Peacock Blue", "asin": "B0B3MFWRW7", "price": "$41.99"},
{"title": "Laptop Bag for Women Leather Work Tote 15.6 Inch Laptop for Computer Bag Waterproof Business Office Professional Large Capacity Handbag Shoulder Bag DeepGreen", "asin": "B08R3NGXMC", "price": "$34.99"},
{"title": "MATEIN 17.3 Inch Laptop Briefcase, Extra Large Convertible Briefcase Backpack for Women, Waterproof Laptop Bag for Work, 3 in 1 Shoulder Bag Computer Messenger Bag Gift for Business Office Lady, Black", "asin": "B0BGX5BGGT", "price": "$35.99"},
{"title": "Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black", "asin": "B07XSF7TF3", "price": "$28.69"},
{"title": "RAINSMORE Laptop Bag for Women 15.6 Inch Laptop Tote Bag Leather Work Bag Waterproof Womens Briefcase Business Office Computer Tote Bag Large Capacity Handbag Shoulder Bag Purple", "asin": "B0CBR75Q6W", "price": "$36.99"},
{"title": "Laptop Tote Bag for Women 17 Inch, Large Teacher Tote Bag Office Work Bag Business Briefcase with Compartment and USB and Shoulder Straps Nylon Waterproof Computer Handbag Satchel", "asin": "B088GSCZMD", "price": "$26.99"}]
<|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": "2025-05-01T04:27:14.950Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"B07QXBXJDL\"},\n{\"title\": \"MOSISO PU Leather Laptop Tote Bag for Women (13-13.3 inch), Waterproof Large Capacity Business Work Briefcase Shoulder Laptop Bag, Gray\"},\n{\"price\": \"$32.99\"},\n{\"bullet_list\": \"Internal Dimensions: 13.39 x 9.84 x 3.76 inches (L x W x H); External Dimensions: 13.78 x 10.24 x 3.76 inches (L x W x H). The adjustable vertical top handle height: 11.02-12.99 inch. The inner computer compartment dimension: 13.39 x 10 inch, the inner zipper compartment dimension: 12.6 x 8.27 inch. Made of PU leather material, stylish and fashion. Effectively protect your computer from accidental bumps, impacts and scratches. Roomy enough with 3 compartments and 3 pockets for all your daily stuff, keep your items well organized. With a removable adjustable shoulder strap varied from 31.5 inch to maximum 55.9 inch, it can be used as a crossbody bag as well. Top handle zipper closure, prevent your laptop fall out, the exterior pocket to keep your mobile phone and keys easy and fast access. This attractive fashionable laptop tote bag is ideal for daily use at shopping, office, business, work, weekend, outdoor activities, travel, gyms, camp, etc. Nice size admirably suits womens and adults. Compatible with MacBook Pro 14 inch 2025-2021 M4 A3112 A3185 A3401 M3 A2918 A2992 M2 A2779 M1 A2442 Pro Max with Touch ID, compatible with MacBook Air 13 inch A1369 A1466 2010-2017, compatible with MacBook Pro 13 inch A1425 A1502 A1278 2008-2015; Compatible with Surface Book 3/2/1 13.5, compatible with Surface Laptop 4/3/2/1 13.5; Compatible with Dell Latitude 14; Compatible with HP Elitebook 13.3/Spectre X360 13.3/Envy 13/Stream 13/Stream 14/Pavilion 14; compatible with Lenovo IdeaPad 13/14.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"13.3 inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"KROSER Laptop Tote Bag 15.6 Inch with USB Port, Large Work Tote Bag Computer Shoulder Bag for Women, Laptop Case for Office Business Travel(Quilted)\", \"asin\": \"B09XJVFX7F\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"15 15.6 16 17 17.3 inch Laptop Computer PC Shoulder Bag Carrying Case, Water-Repell...\", \"asin\": \"B0BWR785F8\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag\", \"asin\": \"B0BYS7VHMN\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"MOSISO Laptop Bag for Women, 15-15.6 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 16 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Sage Green\", \"asin\": \"B0D6YK26BK\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"LOVEVOOK Laptop Bag for Women 15.6 Inch Work Tote, Business Computer Briefcase, Waterproof PU Leather Tote Bag for Teacher, Office Shoulder Tote Purse\", \"asin\": \"B0DGPRSKGB\", \"price\": \"$35.98\", \"quantity\": \"\"},\n{\"title\": \"tomtoc 360 Protective Laptop Shoulder Bag for 13-inch 2025 MacBook Air M4/A3240, M3/A3113, M2/A2681, M1/A2337, MacBook Pro M2/A2686 M1/A2338, Water-Resistant Laptop Accessory Carrying Case Sleeve\", \"asin\": \"B0BQ6YGCJB\", \"price\": \"$36.89\", \"quantity\": \"\"},\n{\"title\": \"Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black\", \"asin\": \"B07XSF7TF3\", \"price\": \"$28.69\", \"quantity\": \"\"},\n{\"title\": \"Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black\", \"asin\": \"B07XSF7TF3\", \"price\": \"$28.69\", \"quantity\": \"\"},\n{\"title\": \"LOVEVOOK Laptop Bag for Women 15.6 Inch Work Tote, Business Computer Briefcase, Waterproof PU Leather Tote Bag for Teacher, Office Shoulder Tote Purse\", \"asin\": \"B0DGPRSKGB\", \"price\": \"$35.98\", \"quantity\": \"\"},\n{\"title\": \"JETech Laptop Bag Case, Waterproof Slim Computer Sleeve Cover Compatible with MacBook Air/Pro, Surface Book and Other laptops\", \"asin\": \"B0CZ9CF4PW\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Laptop Bag for Women Large Office Handbags Briefcase Fits Up to 15.6 inch (Updated Version)-Black\", \"asin\": \"B07GP42D8F\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"KROSER Laptop Tote Bag 15.6 Inch with USB Port, Large Work Tote Bag Computer Shoulder Bag for Women, Laptop Case for Office Business Travel(Quilted)\", \"asin\": \"B09XJVFX7F\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag\", \"asin\": \"B0BYS7VHMN\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"LOVEVOOK Laptop Bag for Women 15.6 inch Lightweight PU Laptop Tote Bag, Large Capacity Computer bag with Clutch Purse for Business, Work, Office, Travel, School,Casual(Black & Leather)\", \"asin\": \"B0CG9FZX57\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Work Tote Bags for Women 15.6 Inch - Laptop Tote Bag with Zip Compartments - Large PU Leather Office Purse Computer Briefcase\", \"asin\": \"B0CZ6PK42S\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"ECOSUSI Laptop Bag For Women 15.6 Inch Work Tote Bags PU Leather Computer Purse For Business Office With 3 Layer Compartments\", \"asin\": \"B07WNPGGN8\", \"price\": \"$50.99\", \"quantity\": \"\"},\n{\"title\": \"KEBEIXUAN Laptop Bag for Women Computer and Tablet Shoulder Bag Work Tote Bags With Zipper Handbags for Teachers Gift Travel\", \"asin\": \"B0DHXNPP7P\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"FADEON Large Laptop Tote Bag for Women Designer Leather Laptop Bag Fashion Travel Backpack Purse Shoulder Handbag\", \"asin\": \"B0CT7SDV2L\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black\", \"asin\": \"B07XSF7TF3\", \"price\": \"$28.69\", \"quantity\": \"\"},\n{\"title\": \"MOSISO Laptop Bag for Women, 15-15.6 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 16 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Sage Green\", \"asin\": \"B0D6YK26BK\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag\", \"asin\": \"B0BYS7VHMN\", \"price\": \"$39.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"MOSISO PU Leather Laptop Tote Bag for Women (13-13.3 inch), Waterproof Large Capacity Business Work Briefcase Shoulder Laptop Bag, Gray\", \"asin\": \"B07QXBXJDL\", \"price\": \"$32.99\"},\n{\"title\": \"Laptop Bag for Women Leather Work Tote 15.6 Inch Laptop for Computer Bag Waterproof Business Office Professional Large Capacity Handbag Shoulder Bag DeepGreen\", \"asin\": \"B08R3NGXMC\", \"price\": \"$34.99\"},\n{\"title\": \"LOVEVOOK Laptop Tote Bag for Women, Vintage Leather Work Bag With Cup Holder, Waterproof Computer Purse, Professional Briefcase Office Shoulder Handbag, 15.6 Inch, Brown\", \"asin\": \"B0D9GVV8BB\", \"price\": \"$35.74\"},\n{\"title\": \"LOVEVOOK Laptop Tote Bag for Women, Work Bags Laptop Bag Teacher Tote Bag, Leather Computer Bag Large Purses Handbag Professional Briefcase, Black, Fits 15.6 Inch Laptop, Black\", \"asin\": \"B0DK2RZYQL\", \"price\": \"$27.68\"},\n{\"title\": \"MOSISO Laptop Bag for Women, 13-14 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 13.3 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Black\", \"asin\": \"B0D6YJRS4J\", \"price\": \"$39.99\"},\n{\"title\": \"LOVEVOOK Laptop Tote Bag for Women, Leather Business Office Work Bag Computer Briefcase with Small Clutch fit for 15.6 Inch Laptop Black\", \"asin\": \"B0CH883S46\", \"price\": \"$34.99\"}]\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\": \"2025-05-01T04:27:29.676Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "B07QXBXJDL"},
{"title": "MOSISO PU Leather Laptop Tote Bag for Women (13-13.3 inch), Waterproof Large Capacity Business Work Briefcase Shoulder Laptop Bag, Gray"},
{"price": "$32.99"},
{"bullet_list": "Internal Dimensions: 13.39 x 9.84 x 3.76 inches (L x W x H); External Dimensions: 13.78 x 10.24 x 3.76 inches (L x W x H). The adjustable vertical top handle height: 11.02-12.99 inch. The inner computer compartment dimension: 13.39 x 10 inch, the inner zipper compartment dimension: 12.6 x 8.27 inch. Made of PU leather material, stylish and fashion. Effectively protect your computer from accidental bumps, impacts and scratches. Roomy enough with 3 compartments and 3 pockets for all your daily stuff, keep your items well organized. With a removable adjustable shoulder strap varied from 31.5 inch to maximum 55.9 inch, it can be used as a crossbody bag as well. Top handle zipper closure, prevent your laptop fall out, the exterior pocket to keep your mobile phone and keys easy and fast access. This attractive fashionable laptop tote bag is ideal for daily use at shopping, office, business, work, weekend, outdoor activities, travel, gyms, camp, etc. Nice size admirably suits womens and adults. Compatible with MacBook Pro 14 inch 2025-2021 M4 A3112 A3185 A3401 M3 A2918 A2992 M2 A2779 M1 A2442 Pro Max with Touch ID, compatible with MacBook Air 13 inch A1369 A1466 2010-2017, compatible with MacBook Pro 13 inch A1425 A1502 A1278 2008-2015; Compatible with Surface Book 3/2/1 13.5, compatible with Surface Laptop 4/3/2/1 13.5; Compatible with Dell Latitude 14; Compatible with HP Elitebook 13.3/Spectre X360 13.3/Envy 13/Stream 13/Stream 14/Pavilion 14; compatible with Lenovo IdeaPad 13/14."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "13.3 inch"},
{"Color": "Black"}],
"promotion_items": [{"title": "KROSER Laptop Tote Bag 15.6 Inch with USB Port, Large Work Tote Bag Computer Shoulder Bag for Women, Laptop Case for Office Business Travel(Quilted)", "asin": "B09XJVFX7F", "price": "$31.99", "quantity": ""},
{"title": "15 15.6 16 17 17.3 inch Laptop Computer PC Shoulder Bag Carrying Case, Water-Repell...", "asin": "B0BWR785F8", "price": "$23.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag", "asin": "B0BYS7VHMN", "price": "$39.99", "quantity": ""},
{"title": "MOSISO Laptop Bag for Women, 15-15.6 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 16 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Sage Green", "asin": "B0D6YK26BK", "price": "$45.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women 15.6 Inch Work Tote, Business Computer Briefcase, Waterproof PU Leather Tote Bag for Teacher, Office Shoulder Tote Purse", "asin": "B0DGPRSKGB", "price": "$35.98", "quantity": ""},
{"title": "tomtoc 360 Protective Laptop Shoulder Bag for 13-inch 2025 MacBook Air M4/A3240, M3/A3113, M2/A2681, M1/A2337, MacBook Pro M2/A2686 M1/A2338, Water-Resistant Laptop Accessory Carrying Case Sleeve", "asin": "B0BQ6YGCJB", "price": "$36.89", "quantity": ""},
{"title": "Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black", "asin": "B07XSF7TF3", "price": "$28.69", "quantity": ""},
{"title": "Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black", "asin": "B07XSF7TF3", "price": "$28.69", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women 15.6 Inch Work Tote, Business Computer Briefcase, Waterproof PU Leather Tote Bag for Teacher, Office Shoulder Tote Purse", "asin": "B0DGPRSKGB", "price": "$35.98", "quantity": ""},
{"title": "JETech Laptop Bag Case, Waterproof Slim Computer Sleeve Cover Compatible with MacBook Air/Pro, Surface Book and Other laptops", "asin": "B0CZ9CF4PW", "price": "$26.99", "quantity": ""},
{"title": "Laptop Bag for Women Large Office Handbags Briefcase Fits Up to 15.6 inch (Updated Version)-Black", "asin": "B07GP42D8F", "price": "$39.99", "quantity": ""},
{"title": "KROSER Laptop Tote Bag 15.6 Inch with USB Port, Large Work Tote Bag Computer Shoulder Bag for Women, Laptop Case for Office Business Travel(Quilted)", "asin": "B09XJVFX7F", "price": "$31.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag", "asin": "B0BYS7VHMN", "price": "$39.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women 15.6 inch Lightweight PU Laptop Tote Bag, Large Capacity Computer bag with Clutch Purse for Business, Work, Office, Travel, School,Casual(Black & Leather)", "asin": "B0CG9FZX57", "price": "$37.99", "quantity": ""},
{"title": "Work Tote Bags for Women 15.6 Inch - Laptop Tote Bag with Zip Compartments - Large PU Leather Office Purse Computer Briefcase", "asin": "B0CZ6PK42S", "price": "$49.99", "quantity": ""},
{"title": "ECOSUSI Laptop Bag For Women 15.6 Inch Work Tote Bags PU Leather Computer Purse For Business Office With 3 Layer Compartments", "asin": "B07WNPGGN8", "price": "$50.99", "quantity": ""},
{"title": "KEBEIXUAN Laptop Bag for Women Computer and Tablet Shoulder Bag Work Tote Bags With Zipper Handbags for Teachers Gift Travel", "asin": "B0DHXNPP7P", "price": "$29.99", "quantity": ""},
{"title": "FADEON Large Laptop Tote Bag for Women Designer Leather Laptop Bag Fashion Travel Backpack Purse Shoulder Handbag", "asin": "B0CT7SDV2L", "price": "$59.99", "quantity": ""},
{"title": "Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black", "asin": "B07XSF7TF3", "price": "$28.69", "quantity": ""},
{"title": "MOSISO Laptop Bag for Women, 15-15.6 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 16 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Sage Green", "asin": "B0D6YK26BK", "price": "$45.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag", "asin": "B0BYS7VHMN", "price": "$39.99", "quantity": ""}],
"comparison_items": [{"title": "MOSISO PU Leather Laptop Tote Bag for Women (13-13.3 inch), Waterproof Large Capacity Business Work Briefcase Shoulder Laptop Bag, Gray", "asin": "B07QXBXJDL", "price": "$32.99"},
{"title": "Laptop Bag for Women Leather Work Tote 15.6 Inch Laptop for Computer Bag Waterproof Business Office Professional Large Capacity Handbag Shoulder Bag DeepGreen", "asin": "B08R3NGXMC", "price": "$34.99"},
{"title": "LOVEVOOK Laptop Tote Bag for Women, Vintage Leather Work Bag With Cup Holder, Waterproof Computer Purse, Professional Briefcase Office Shoulder Handbag, 15.6 Inch, Brown", "asin": "B0D9GVV8BB", "price": "$35.74"},
{"title": "LOVEVOOK Laptop Tote Bag for Women, Work Bags Laptop Bag Teacher Tote Bag, Leather Computer Bag Large Purses Handbag Professional Briefcase, Black, Fits 15.6 Inch Laptop, Black", "asin": "B0DK2RZYQL", "price": "$27.68"},
{"title": "MOSISO Laptop Bag for Women, 13-14 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 13.3 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Black", "asin": "B0D6YJRS4J", "price": "$39.99"},
{"title": "LOVEVOOK Laptop Tote Bag for Women, Leather Business Office Work Bag Computer Briefcase with Small Clutch fit for 15.6 Inch Laptop Black", "asin": "B0CH883S46", "price": "$34.99"}]
<|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": "2025-05-01T04:27:29.676Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-01T04:27:29.676Z
|
click
|
product_option
|
rule
|
2025-05-01T04:27:29.676Z
|
click
|
product_option
|
train
| 692 |
2025-05-01T04:27:29.676Z
|
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": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "B07QXBXJDL"},
{"title": "MOSISO PU Leather Laptop Tote Bag for Women (13-13.3 inch), Waterproof Large Capacity Business Work Briefcase Shoulder Laptop Bag, Gray"},
{"price": "$32.99"},
{"bullet_list": "Internal Dimensions: 13.39 x 9.84 x 3.76 inches (L x W x H); External Dimensions: 13.78 x 10.24 x 3.76 inches (L x W x H). The adjustable vertical top handle height: 11.02-12.99 inch. The inner computer compartment dimension: 13.39 x 10 inch, the inner zipper compartment dimension: 12.6 x 8.27 inch. Made of PU leather material, stylish and fashion. Effectively protect your computer from accidental bumps, impacts and scratches. Roomy enough with 3 compartments and 3 pockets for all your daily stuff, keep your items well organized. With a removable adjustable shoulder strap varied from 31.5 inch to maximum 55.9 inch, it can be used as a crossbody bag as well. Top handle zipper closure, prevent your laptop fall out, the exterior pocket to keep your mobile phone and keys easy and fast access. This attractive fashionable laptop tote bag is ideal for daily use at shopping, office, business, work, weekend, outdoor activities, travel, gyms, camp, etc. Nice size admirably suits womens and adults. Compatible with MacBook Pro 14 inch 2025-2021 M4 A3112 A3185 A3401 M3 A2918 A2992 M2 A2779 M1 A2442 Pro Max with Touch ID, compatible with MacBook Air 13 inch A1369 A1466 2010-2017, compatible with MacBook Pro 13 inch A1425 A1502 A1278 2008-2015; Compatible with Surface Book 3/2/1 13.5, compatible with Surface Laptop 4/3/2/1 13.5; Compatible with Dell Latitude 14; Compatible with HP Elitebook 13.3/Spectre X360 13.3/Envy 13/Stream 13/Stream 14/Pavilion 14; compatible with Lenovo IdeaPad 13/14."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "13.3 inch"},
{"Color": "Black"}],
"promotion_items": [{"title": "KROSER Laptop Tote Bag 15.6 Inch with USB Port, Large Work Tote Bag Computer Shoulder Bag for Women, Laptop Case for Office Business Travel(Quilted)", "asin": "B09XJVFX7F", "price": "$31.99", "quantity": ""},
{"title": "15 15.6 16 17 17.3 inch Laptop Computer PC Shoulder Bag Carrying Case, Water-Repell...", "asin": "B0BWR785F8", "price": "$23.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag", "asin": "B0BYS7VHMN", "price": "$39.99", "quantity": ""},
{"title": "MOSISO Laptop Bag for Women, 15-15.6 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 16 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Sage Green", "asin": "B0D6YK26BK", "price": "$45.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women 15.6 Inch Work Tote, Business Computer Briefcase, Waterproof PU Leather Tote Bag for Teacher, Office Shoulder Tote Purse", "asin": "B0DGPRSKGB", "price": "$35.98", "quantity": ""},
{"title": "tomtoc 360 Protective Laptop Shoulder Bag for 13-inch 2025 MacBook Air M4/A3240, M3/A3113, M2/A2681, M1/A2337, MacBook Pro M2/A2686 M1/A2338, Water-Resistant Laptop Accessory Carrying Case Sleeve", "asin": "B0BQ6YGCJB", "price": "$36.89", "quantity": ""},
{"title": "Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black", "asin": "B07XSF7TF3", "price": "$28.69", "quantity": ""},
{"title": "Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black", "asin": "B07XSF7TF3", "price": "$28.69", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women 15.6 Inch Work Tote, Business Computer Briefcase, Waterproof PU Leather Tote Bag for Teacher, Office Shoulder Tote Purse", "asin": "B0DGPRSKGB", "price": "$35.98", "quantity": ""},
{"title": "JETech Laptop Bag Case, Waterproof Slim Computer Sleeve Cover Compatible with MacBook Air/Pro, Surface Book and Other laptops", "asin": "B0CZ9CF4PW", "price": "$26.99", "quantity": ""},
{"title": "Laptop Bag for Women Large Office Handbags Briefcase Fits Up to 15.6 inch (Updated Version)-Black", "asin": "B07GP42D8F", "price": "$39.99", "quantity": ""},
{"title": "KROSER Laptop Tote Bag 15.6 Inch with USB Port, Large Work Tote Bag Computer Shoulder Bag for Women, Laptop Case for Office Business Travel(Quilted)", "asin": "B09XJVFX7F", "price": "$31.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag", "asin": "B0BYS7VHMN", "price": "$39.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women 15.6 inch Lightweight PU Laptop Tote Bag, Large Capacity Computer bag with Clutch Purse for Business, Work, Office, Travel, School,Casual(Black & Leather)", "asin": "B0CG9FZX57", "price": "$37.99", "quantity": ""},
{"title": "Work Tote Bags for Women 15.6 Inch - Laptop Tote Bag with Zip Compartments - Large PU Leather Office Purse Computer Briefcase", "asin": "B0CZ6PK42S", "price": "$49.99", "quantity": ""},
{"title": "ECOSUSI Laptop Bag For Women 15.6 Inch Work Tote Bags PU Leather Computer Purse For Business Office With 3 Layer Compartments", "asin": "B07WNPGGN8", "price": "$50.99", "quantity": ""},
{"title": "KEBEIXUAN Laptop Bag for Women Computer and Tablet Shoulder Bag Work Tote Bags With Zipper Handbags for Teachers Gift Travel", "asin": "B0DHXNPP7P", "price": "$29.99", "quantity": ""},
{"title": "FADEON Large Laptop Tote Bag for Women Designer Leather Laptop Bag Fashion Travel Backpack Purse Shoulder Handbag", "asin": "B0CT7SDV2L", "price": "$59.99", "quantity": ""},
{"title": "Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black", "asin": "B07XSF7TF3", "price": "$28.69", "quantity": ""},
{"title": "MOSISO Laptop Bag for Women, 15-15.6 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 16 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Sage Green", "asin": "B0D6YK26BK", "price": "$45.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag", "asin": "B0BYS7VHMN", "price": "$39.99", "quantity": ""}],
"comparison_items": [{"title": "MOSISO PU Leather Laptop Tote Bag for Women (13-13.3 inch), Waterproof Large Capacity Business Work Briefcase Shoulder Laptop Bag, Gray", "asin": "B07QXBXJDL", "price": "$32.99"},
{"title": "Laptop Bag for Women Leather Work Tote 15.6 Inch Laptop for Computer Bag Waterproof Business Office Professional Large Capacity Handbag Shoulder Bag DeepGreen", "asin": "B08R3NGXMC", "price": "$34.99"},
{"title": "LOVEVOOK Laptop Tote Bag for Women, Vintage Leather Work Bag With Cup Holder, Waterproof Computer Purse, Professional Briefcase Office Shoulder Handbag, 15.6 Inch, Brown", "asin": "B0D9GVV8BB", "price": "$35.74"},
{"title": "LOVEVOOK Laptop Tote Bag for Women, Work Bags Laptop Bag Teacher Tote Bag, Leather Computer Bag Large Purses Handbag Professional Briefcase, Black, Fits 15.6 Inch Laptop, Black", "asin": "B0DK2RZYQL", "price": "$27.68"},
{"title": "MOSISO Laptop Bag for Women, 13-14 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 13.3 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Black", "asin": "B0D6YJRS4J", "price": "$39.99"},
{"title": "LOVEVOOK Laptop Tote Bag for Women, Leather Business Office Work Bag Computer Briefcase with Small Clutch fit for 15.6 Inch Laptop Black", "asin": "B0CH883S46", "price": "$34.99"}]
<|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": "2025-05-01T04:27:29.676Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1J7DDN\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6\"},\n{\"Color\": \"Canvas Citadel\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Reebok womens Princess Sneaker, Black, 8 US\", \"asin\": \"B000AP0T92\", \"price\": \"$46.04\", \"quantity\": \"\"},\n{\"title\": \"LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)\", \"asin\": \"B0D7ZSTWQZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"STQ Womens Canvas Shoes Cute Casual Sneakers Low Top Fashion Comfortable for Walking Beige Size 8.5\", \"asin\": \"B0BX9MKJKB\", \"price\": \"$36.89\", \"quantity\": \"\"},\n{\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Reebok Women's Princess Sneaker, US-White, 5.5\", \"asin\": \"B000AP4EFW\", \"price\": \"$35.78\", \"quantity\": \"\"},\n{\"title\": \"LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)\", \"asin\": \"B0D7ZSTWQZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:16:17.669Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"},
{"price": "$60.00"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B0DJ1J7DDN"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "6"},
{"Color": "Canvas Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "$28.99", "quantity": ""},
{"title": "Reebok womens Princess Sneaker, Black, 8 US", "asin": "B000AP0T92", "price": "$46.04", "quantity": ""},
{"title": "LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)", "asin": "B0D7ZSTWQZ", "price": "$34.99", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""},
{"title": "STQ Womens Canvas Shoes Cute Casual Sneakers Low Top Fashion Comfortable for Walking Beige Size 8.5", "asin": "B0BX9MKJKB", "price": "$36.89", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""},
{"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Reebok Women's Princess Sneaker, US-White, 5.5", "asin": "B000AP4EFW", "price": "$35.78", "quantity": ""},
{"title": "LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)", "asin": "B0D7ZSTWQZ", "price": "$34.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-02T03:16:17.669Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-02T03:16:17.669Z
|
click
|
product_option
|
rule
|
2025-05-02T03:16:17.669Z
|
click
|
product_option
|
train
| 693 |
2025-05-02T03:16:17.669Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"},
{"price": "$60.00"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B0DJ1J7DDN"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "6"},
{"Color": "Canvas Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "$28.99", "quantity": ""},
{"title": "Reebok womens Princess Sneaker, Black, 8 US", "asin": "B000AP0T92", "price": "$46.04", "quantity": ""},
{"title": "LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)", "asin": "B0D7ZSTWQZ", "price": "$34.99", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""},
{"title": "STQ Womens Canvas Shoes Cute Casual Sneakers Low Top Fashion Comfortable for Walking Beige Size 8.5", "asin": "B0BX9MKJKB", "price": "$36.89", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""},
{"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Reebok Women's Princess Sneaker, US-White, 5.5", "asin": "B000AP4EFW", "price": "$35.78", "quantity": ""},
{"title": "LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)", "asin": "B0D7ZSTWQZ", "price": "$34.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-02T03:16:17.669Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1J7DDN\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6\"},\n{\"Color\": \"Canvas Citadel\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Reebok womens Princess Sneaker, Black, 8 US\", \"asin\": \"B000AP0T92\", \"price\": \"$46.04\", \"quantity\": \"\"},\n{\"title\": \"LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)\", \"asin\": \"B0D7ZSTWQZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"STQ Womens Canvas Shoes Cute Casual Sneakers Low Top Fashion Comfortable for Walking Beige Size 8.5\", \"asin\": \"B0BX9MKJKB\", \"price\": \"$36.89\", \"quantity\": \"\"},\n{\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Reebok Women's Princess Sneaker, US-White, 5.5\", \"asin\": \"B000AP4EFW\", \"price\": \"$35.78\", \"quantity\": \"\"},\n{\"title\": \"LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)\", \"asin\": \"B0D7ZSTWQZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:16:35.546Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"},
{"price": "$60.00"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B0DJ1J7DDN"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "6"},
{"Color": "Canvas Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "$28.99", "quantity": ""},
{"title": "Reebok womens Princess Sneaker, Black, 8 US", "asin": "B000AP0T92", "price": "$46.04", "quantity": ""},
{"title": "LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)", "asin": "B0D7ZSTWQZ", "price": "$34.99", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""},
{"title": "STQ Womens Canvas Shoes Cute Casual Sneakers Low Top Fashion Comfortable for Walking Beige Size 8.5", "asin": "B0BX9MKJKB", "price": "$36.89", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""},
{"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Reebok Women's Princess Sneaker, US-White, 5.5", "asin": "B000AP4EFW", "price": "$35.78", "quantity": ""},
{"title": "LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)", "asin": "B0D7ZSTWQZ", "price": "$34.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-02T03:16:35.546Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-02T03:16:35.546Z
|
click
|
review
|
rule
|
2025-05-02T03:16:35.546Z
|
click
|
review
|
train
| 694 |
2025-05-02T03:16:35.546Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"},
{"price": "$60.00"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B0DJ1J7DDN"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "6"},
{"Color": "Canvas Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "$28.99", "quantity": ""},
{"title": "Reebok womens Princess Sneaker, Black, 8 US", "asin": "B000AP0T92", "price": "$46.04", "quantity": ""},
{"title": "LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)", "asin": "B0D7ZSTWQZ", "price": "$34.99", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""},
{"title": "STQ Womens Canvas Shoes Cute Casual Sneakers Low Top Fashion Comfortable for Walking Beige Size 8.5", "asin": "B0BX9MKJKB", "price": "$36.89", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""},
{"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Reebok Women's Princess Sneaker, US-White, 5.5", "asin": "B000AP4EFW", "price": "$35.78", "quantity": ""},
{"title": "LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)", "asin": "B0D7ZSTWQZ", "price": "$34.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-02T03:16:35.546Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1J7DDN\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6\"},\n{\"Color\": \"Canvas Citadel\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Reebok womens Princess Sneaker, Black, 8 US\", \"asin\": \"B000AP0T92\", \"price\": \"$46.04\", \"quantity\": \"\"},\n{\"title\": \"LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)\", \"asin\": \"B0D7ZSTWQZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"STQ Womens Canvas Shoes Cute Casual Sneakers Low Top Fashion Comfortable for Walking Beige Size 8.5\", \"asin\": \"B0BX9MKJKB\", \"price\": \"$36.89\", \"quantity\": \"\"},\n{\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Reebok Women's Princess Sneaker, US-White, 5.5\", \"asin\": \"B000AP4EFW\", \"price\": \"$35.78\", \"quantity\": \"\"},\n{\"title\": \"LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)\", \"asin\": \"B0D7ZSTWQZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:16:55.698Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"},
{"price": "$60.00"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B0DJ1J7DDN"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "6"},
{"Color": "Canvas Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "$28.99", "quantity": ""},
{"title": "Reebok womens Princess Sneaker, Black, 8 US", "asin": "B000AP0T92", "price": "$46.04", "quantity": ""},
{"title": "LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)", "asin": "B0D7ZSTWQZ", "price": "$34.99", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""},
{"title": "STQ Womens Canvas Shoes Cute Casual Sneakers Low Top Fashion Comfortable for Walking Beige Size 8.5", "asin": "B0BX9MKJKB", "price": "$36.89", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""},
{"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Reebok Women's Princess Sneaker, US-White, 5.5", "asin": "B000AP4EFW", "price": "$35.78", "quantity": ""},
{"title": "LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)", "asin": "B0D7ZSTWQZ", "price": "$34.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-02T03:16:55.698Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-02T03:16:55.698Z
|
click
|
product_option
|
rule
|
2025-05-02T03:16:55.698Z
|
click
|
product_option
|
train
| 695 |
2025-05-02T03:16:55.698Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"},
{"price": "$60.00"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B0DJ1J7DDN"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "6"},
{"Color": "Canvas Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "$28.99", "quantity": ""},
{"title": "Reebok womens Princess Sneaker, Black, 8 US", "asin": "B000AP0T92", "price": "$46.04", "quantity": ""},
{"title": "LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)", "asin": "B0D7ZSTWQZ", "price": "$34.99", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""},
{"title": "STQ Womens Canvas Shoes Cute Casual Sneakers Low Top Fashion Comfortable for Walking Beige Size 8.5", "asin": "B0BX9MKJKB", "price": "$36.89", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""},
{"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Reebok Women's Princess Sneaker, US-White, 5.5", "asin": "B000AP4EFW", "price": "$35.78", "quantity": ""},
{"title": "LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)", "asin": "B0D7ZSTWQZ", "price": "$34.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-02T03:16:55.698Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1J7DDN\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6\"},\n{\"Color\": \"Canvas Citadel\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Reebok womens Princess Sneaker, Black, 8 US\", \"asin\": \"B000AP0T92\", \"price\": \"$46.04\", \"quantity\": \"\"},\n{\"title\": \"LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)\", \"asin\": \"B0D7ZSTWQZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"STQ Womens Canvas Shoes Cute Casual Sneakers Low Top Fashion Comfortable for Walking Beige Size 8.5\", \"asin\": \"B0BX9MKJKB\", \"price\": \"$36.89\", \"quantity\": \"\"},\n{\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Reebok Women's Princess Sneaker, US-White, 5.5\", \"asin\": \"B000AP4EFW\", \"price\": \"$35.78\", \"quantity\": \"\"},\n{\"title\": \"LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)\", \"asin\": \"B0D7ZSTWQZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:17:00.558Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"},
{"price": "$60.00"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B0DJ1J7DDN"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "6"},
{"Color": "Canvas Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "$28.99", "quantity": ""},
{"title": "Reebok womens Princess Sneaker, Black, 8 US", "asin": "B000AP0T92", "price": "$46.04", "quantity": ""},
{"title": "LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)", "asin": "B0D7ZSTWQZ", "price": "$34.99", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""},
{"title": "STQ Womens Canvas Shoes Cute Casual Sneakers Low Top Fashion Comfortable for Walking Beige Size 8.5", "asin": "B0BX9MKJKB", "price": "$36.89", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""},
{"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Reebok Women's Princess Sneaker, US-White, 5.5", "asin": "B000AP4EFW", "price": "$35.78", "quantity": ""},
{"title": "LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)", "asin": "B0D7ZSTWQZ", "price": "$34.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-02T03:17:00.558Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-02T03:17:00.558Z
|
click
|
product_option
|
rule
|
2025-05-02T03:17:00.558Z
|
click
|
product_option
|
train
| 696 |
2025-05-02T03:17:00.558Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"},
{"price": "$60.00"},
{"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."},
{"asin": "B0DJ1J7DDN"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "6"},
{"Color": "Canvas Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "$28.99", "quantity": ""},
{"title": "Reebok womens Princess Sneaker, Black, 8 US", "asin": "B000AP0T92", "price": "$46.04", "quantity": ""},
{"title": "LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)", "asin": "B0D7ZSTWQZ", "price": "$34.99", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""},
{"title": "STQ Womens Canvas Shoes Cute Casual Sneakers Low Top Fashion Comfortable for Walking Beige Size 8.5", "asin": "B0BX9MKJKB", "price": "$36.89", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""},
{"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Reebok Women's Princess Sneaker, US-White, 5.5", "asin": "B000AP4EFW", "price": "$35.78", "quantity": ""},
{"title": "LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)", "asin": "B0D7ZSTWQZ", "price": "$34.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-02T03:17:00.558Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"},\n{\"asin\": \"B078W3J8RX\"}],\n\"product_options\": [{\"Size\": \"6\"},\n{\"Color\": \"Canvas Citadel\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n{\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n{\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:17:02.966Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"},
{"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"},
{"asin": "B078W3J8RX"}],
"product_options": [{"Size": "6"},
{"Color": "Canvas Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-02T03:17:02.966Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-02T03:17:02.966Z
|
click
|
product_option
|
rule
|
2025-05-02T03:17:02.966Z
|
click
|
product_option
|
train
| 697 |
2025-05-02T03:17:02.966Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"},
{"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"},
{"asin": "B078W3J8RX"}],
"product_options": [{"Size": "6"},
{"Color": "Canvas Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-02T03:17:02.966Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"},\n{\"asin\": \"B078W3J8RX\"}],\n\"product_options\": [{\"Size\": \"6\"},\n{\"Color\": \"Canvas Citadel\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n{\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n{\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:17:06.412Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"},
{"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"},
{"asin": "B078W3J8RX"}],
"product_options": [{"Size": "6"},
{"Color": "Canvas Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-02T03:17:06.412Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-02T03:17:06.412Z
|
click
|
product_option
|
rule
|
2025-05-02T03:17:06.412Z
|
click
|
product_option
|
train
| 698 |
2025-05-02T03:17:06.412Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"},
{"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"},
{"asin": "B078W3J8RX"}],
"product_options": [{"Size": "6"},
{"Color": "Canvas Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-02T03:17:06.412Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:30.371Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"},\n{\"asin\": \"B078W3J8RX\"}],\n\"product_options\": [{\"Size\": \"6\"},\n{\"Color\": \"Canvas Citadel\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n{\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n{\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:17:09.331Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"},
{"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"},
{"asin": "B078W3J8RX"}],
"product_options": [{"Size": "6"},
{"Color": "Canvas Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-02T03:17:09.331Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-02T03:17:09.331Z
|
click
|
product_option
|
rule
|
2025-05-02T03:17:09.331Z
|
click
|
product_option
|
train
| 699 |
2025-05-02T03:17:09.331Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"},
{"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"},
{"asin": "B078W3J8RX"}],
"product_options": [{"Size": "6"},
{"Color": "Canvas Citadel"}],
"promotion_items": [{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-02T03:17:09.331Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
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